{
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Np0+fJiUlhYULFzbqF6PRyObNm1GpVBQUFPDxxx8L+8xmM1qtllmzZjFmzBgmT55MVVUVZrMZi8XC+fPnKSoqIisri9GjR+Ps7Cy08aMcO3aMs2fP2mwzm80241gikRAUFCQ8k4OCgujatavQh3v37hXufavVitFopK6uDp1Ox/379zGZTDg5OREREQHQ5KKDj49Po/EjlUoFF3Wr1UpMTAwPHz6kT58+Qpnr16+TnZ3Nxo0b8ff3Z9u2bZw4cYI333yT2NhYunXrxvz58wFYvHgxWVlZODo6smnTJiZMmMDPP/8M1I+7EydO0Lt3b15//XUAvvrqK+7du0dgYCBnzpyhXbt2vP322wB8++23pKSk2Ai6mzdvIpVKWbt2LQAtWrQgPj6evn37CgId6hf5UlJShDYUERERERH57/CXgs5gMPD555+j0+nIycmhrq6O+/fv8+9//xur1YrFYmHfvn1MnjwZqVTKsWPHKCsrw9vbWyg/Y8YMLl++zKhRo/j999+ZOHEiSqWS0tJS7ty5wwsvvIC3tzepqakEBwfj6elpExdiNpupra1lzZo1VFVVkZGRQVVVFVevXhVWN9etW0dhYSEmk4nAwEBefvllPvvsMyIjI4UfzRYtWnD8+HE2b95Mbm4uL730EgDR0dF4eXkRHR0NgJOTEz/88ANjx45l9erVDB8+XFi9blixtlqtfPnllwwePBiTyYSzs7ONuIV664VKpWLp0qXcv3+f2NhYLl68SLt27XBxcWH27NnU1tZy584dwUXIw8OD1NRU7ty5Y9MPZWVlQt1yuZy5c+cSFhbGqlWrhDK3bt0iKioKDw8PADp16sSxY8eYNm0aycnJ9O/fX5hMR0dHk5ycTNeuXSkvL2fKlCmCtWnQoEFkZWURERGBRqNh3rx5QP2EtGfPnhQXFxMREYFWqxUsjJGRkQQHB1NUVPQfCzqLxYKrqysDBw5k586dwvbbt29TWlrK9evXhfMLDg4mMTGRTz75BHt7exthdu7cOYKCgli3bp0gcHQ6HRkZGRQWFpKbm0tGRgYeHh5NuhAC9O/fH7PZTHJyMm5ubty4cYPY2FjmzJlDdXU1kydPtrHQyGQyFApFo34zm834+PjYWPIMBgP79+9n0qRJXLp0qdF319XVUVRUJFjEXVxc6NOnD0VFRYIFw2KxYDQakUgkJCcnYzKZGDhw4N9q70fp2rUrEydO5KeffhJiWCMiImwWDNzc3DAajRQXF7NlyxasVivr168nMjKSAwcOYGdnx/jx4/H29ua7777j9u3bzJ8/32byfvz4cRtB1yCwGvD398disfD9998D9TGnN2/epKamRhAkYWFhQr82PDe8vLw4ffo0H330ESdPnmT16tXcv3+fiIgINm7cCMDw4cOB+rG7efNmBg4ciNlsxtnZmf79+xMaGiqcx8OHD/H19WXhwoWkp6fz22+/cfnyZTp37oyDgwPz58+nsrKStLQ0XF1dOXv2LOnp6UyePJng4GCg3oql0WgaWZ2gfvGlIV4tOTmZnJwcDh06BNQLm4ZxFRcXR0pKCi1atKBNmzbCuJBKpZSWlrJ8+XI+//xzHBwcsLOzE55parWaiooK9Ho99vb2WCwWpk2b1sg9EKB37960bdvWZltVVZVNXKKdnZ3Qfo9isVjYv38/w4cPF56NBoOBhIQEHjx4gEaj4ebNmzg4ODQ69lGcnJyorKxsNH7Ky8sJCQkRPg8aNIi5c+fyww8/CNvu379PZGSk4H7ZsWNHdu/ejdVqZciQITZu0Pb29pjNZpRKJf/6179o2bIlJ06cAOqfEeXl5cydO5fLly8jkUgYOXIkzZo1E+77119/natXr2KxWBgwYEAjd8m0tDT69etHQkICOp2Op556ir59+zbyWoiNjWXcuHGNXLRFRERERET+E/5S0Mnlcl599dXH7s/JyeGrr75i0qRJwmThmWeeoUWLFiQkJBAXF0dlZSXJyck28V9Q76Kj0WiEuIqamhqaN29OZGSkTUyIQqFg2LBhQhxD7969KSwsRKPRCBMYoNGKcsNE/Pbt28J2i8WCs7Mzb7zxhuAWVltbazNBGD16NNOnT8fJyYmysjLq6uoEsddAamoqV69eZcGCBZw8eZLnnnuOn3/+2UbQtW7dmlatWiGRSIQJWllZGRMmTLCxyFmtViQSCXl5efTq1Ytu3bo9ti9yc3Px9fWlQ4cONlY7gMTERCZNmiR89vb25uHDh2i1WvR6vTDRBPD09OTy5cuCxfFRYePj48O9e/eoq6vDYDDYxH4FBQVRXFyM0WjEaDQil8uFfcHBwTbW2b+LVCplwoQJFBUVsW/fPlavXo1CoSAjI4OIiAjCw8OBeoHT4LI4ZcoUEhISALh37x7Hjh0jODiYBQsW4ObmJtTt7+/P5MmT2bZtG2VlZbi7u/Pss8+Snp7+2PNJT0+nqqqKkSNHcuDAAVavXs22bdt44YUXSElJEawEpaWlmEwmpk2b1mSCColEglarRSaToVKpOHz4MCaTiR49ejQp6IxGY6N2Dw4Opri4WIjzmTdvHu7u7jg6OvLee++xZMkSIV7P29v7sTFVj6Mp6+ej8VqJiYkkJSUxd+5cXF1d6dy5M4MHDxaEtF6vF+6FyMhIli1bRmxsbKMJ6yuvvGIzCS4oKCA2Nlb43GCNedQFtaCggIEDB+Lj4wPU3ydlZWXo9XouXbpEWFgY27dvZ9KkSbi5uSGRSFAqlVy+fFm4Zx4lMTGR5ORkpk2bRlxcHM888wynTp0SrDIAXbp0EQR73759MZlMlJeXM3XqVJv7Cur7d86cOfzwww9cvXpVsPgUFRXZJN9xdHRk8eLFKJVKamtr2bdvH+PHj6ddu3a0a9cOqVQqxB736tULk8lESkoK8+fP5+TJk8hkMrZv307//v3p0qULJpMJOzs73NzcGgm1s2fP0qdPH8HSu3//fm7cuNGkRUihUDQSXI/G+P0Z9+/f5/r166xcuVKwbjo5OfHiiy8yf/58dDod/fr1w8nJif379zc6viFOs2XLlk32FdSLyUefe38cY2lpaURFRQn3fIOLuclkshHTt2/fJjc3l/DwcJRKZSO34NraWkwmk+DaXFlZiYeHB6tXr8bR0RGdTseyZcuQSqUYjUakUikff/yxzbMzNzeX+Ph49Ho9Hh4eQmzto78fOp2O+Ph4PvnkkydqYxERERERkb/iLwWdRCJBoVDYxG48SlMZG3/66SdcXFzQaDSCm9EfsVqtPHjwgLS0NDp37gzUT3i0Wi2//fZbo4xxSUlJfPPNN8Ln2tpa0tPTWbRokbDN29ubWbNmCRPhQ4cOMXbsWAICAsjJycHV1RVnZ2fi4uKoqKgQ3DxLS0uZPHmyzff5+fmRl5eHyWRixIgRQpwf1MdJHDhwgAULFgiTmMDAQOzs7Pj2228ZO3Ysjo6O1NTUcPToUQoLC4VjExISqK2tFawNUB9/o1Qq2bFjB3V1dZSVleHr60t+fj56vV5wU2rgX//6V6NEBQBKpbJRuz060Xt0ItQgIhv+/jhJapgc/XG71WoV6mzqHP6ukPgjDXVLpVKio6NRKBTcuHGDqKioRqJj6dKlODg4cOvWLaqqqti5cyfOzs5ER0c3mnRbrVZu377N1atXBXdRk8nUZKwX1CcCqqioYNasWWzevBkfHx+2b9+Ovb09+fn5WCwWduzYwYwZMzh69ChqtZrS0lJcXFywWq1cvXqVXr162bTR6NGjcXV15fjx4yxfvvyx7p5Ao360WCxIJBJkMhkLFiwgKyuLgIAAvvvuOwYMGIBCoeDll1/Gx8eHwYMHM3To0L/V7n9Gbm4u33//PYsWLRIWBZ577rk/PUahUDB48GDhs9VqxWq1kpCQYCNU/7gAcP/+fX755RebbSqVijNnzlBYWEhtbS0hISG0adOG/v3789JLLxEfH8/TTz9Neno6x48fF9w4TSZTo/sxLy+PAwcO8Pbbb1NZWQnULwSdOnWKH3/8keeeew6lUklVVRWHDh2ivLwcqG//mzdvsm3bNpRKJVA/3iZOnEizZs3w9PRk6NChVFdXM2LECIxGI7t27WLWrFmCWLK3txfuhyFDhqBWqykpKeHVV19FLpeTnJyMSqVi+vTpQL2QmT59uk283ZAhQ/juu+8aPRMaMBgMxMXFkZGRwYQJEzh79ix2dnYsXLiQbdu24eHhYePWKJfLBe+LR/mja+wfMRqNxMfHs2vXLl577TWb57zVauXKlSuCW31MTAzjxo1rsh6dTseOHTswGo1oNBqaN2+ORqOhsLCw0Xh/6623mvw9USgUTT73Hn12paSk8NFHHzF37lyaN2/e5LlYLBYKCwsZPXo0U6ZMwWKx8NFHH3Hp0iUGDhxIcXEx/fr1Y+bMmUB9Eq1z584J/QX1FsXw8HDee+89pFIp3377LQcOHKB169Y4ODhgsVjYvHkzXbt2FRJPiYiIiIiI/Hd5ohi69PR0tm7d2uS+6urqRpPnsWPH0qJFC27cuNGkBQL+y4I2e/Zsdu7cSV5eHq+88goODg5ERETYiDeoT5jy3nvvkZubi16vx83NjV27drFw4UJiY2Pp3r07rq6uNsJLIpHQp08fIiMj+fzzz+nfvz9hYWE2SSosFgtmsxmz2SzEVDRYONLT06muriYpKYmePXsC9avuH3zwAQMGDCAqKop79+5hNpuRSCS88MILfP755+zdu5cZM2agVCoZOHAgarUaZ2dnVCoV5eXlPPvsszRr1ozs7GxatGiBm5sbCoWCZcuWce3aNY4dO8bSpUs5deoU9+7dY8qUKUD9hNDNzc3GKvYorVq1spmYFRcXExkZKQjZnJwcwepQWloqZKV0dnZGrVYLSUeKiooICgrC3t4epVJJeXm5MAnPzc2lQ4cOyOVy7OzsbFbys7OzG1ky/y4PHz6kqKgIq9VKWloaCoWCkpIS1Gq1MJEGCAgIwNfXV5iUOzs7s3z5co4cOWJTn8FgQC6Xk5GRwZ49e1i0aBEnTpxg9uzZHD9+/LFp6Dt27Ei3bt1wdnZmwYIFxMXFoVarmTJlCgaDARcXF4qKipBIJEybNo2qqirWr1/P3LlzBfH44osv4ujoKNzrDg4O/PTTT1RWVgqJOBqS9Xh6egr3mFwux8HBgfLycsGalZubK7g/uri40K5dO27fvk15eTmvvvoqR48eZeTIkXTo0IF9+/b9jwk6jUbD8uXLGTp0KH379v2P67FYLFRVVVFSUmKT7r5BMDXQunVrDAZDkwtI9+7do6qqiujoaDp16oROp+PixYsYjUZCQkIoLy9Ho9EgkUgwmUxotVqbeyYvL4/Vq1czcuRIwsLCuH79OmazGblczsyZM9m4cSN6vZ6XXnoJlUrFsGHDyM3NxdXVFYVCQWVlJaNHj0ahUKBWq2nZsqUgMGpqatiyZQsvv/wyvXv3JjY2lrZt2zJo0CDOnz+PQqGgR48ewrlIJBImTZrE6tWrOXPmDG3btmXnzp3MmjVLcFGVSCS4urpSUlIiHNemTRtCQ0P54osvmDNnjk37WK1Wjh07RlxcHIsWLRKyhppMJvz9/Rk+fDiffvopCxcuFARh+/btadasGRaLheTkZMLCwgTB97jXHRgMBnbs2EFBQYGQaOlRioqKiIuLY86cOXz//fcMHDjwsa+HcHJyYtmyZdy5c4ddu3axdOlSLl26xPHjx5kxYwZQL9ganpFNER4ebpMMqaKiAl9fX6F8SUkJmzdvZt68eTz99NOPXXSyt7cXXL6lUilSqZTu3buTlpaGTCbD09OTAQMGCAlz+vTpw4ULF2zqCAwMpH379oJwHzBgAJcuXUKv1+Pg4EB6ejqnT59mx44dTS6IiYiIiIiI/Cc80S9K69at2bx5c5P71Go169evt9kWExODUqmkurq6UZB7AxKJhB49enDkyBHatGnDw4cP+fHHH5k2bRpeXl54eHg0yiBoNps5ceIETz/9NK6uriiVSjw9PXFwcGDt2rVC1sYGVCqVkDUzNfb4coAAACAASURBVDWV4cOHU1dXh1KpFH5MHRwcqKysxNXVFZlMhpubGxkZGTzzzDPcvHmTd999l6tXrxIdHY3BYGDdunV0794ds9nMjBkzqK2tpbq6mvv37wOwYcMGNm7cyK1bt+jWrRteXl7s3r2b6Oho+vfvj7OzM76+vkKa8EeTYlgsFk6ePCms6MtkMi5evEhaWhoA3bt3F1aHm6Jnz57s3bsXtVqNSqXi2rVrDBgwQGjrn3/+md69eyOTyYiPj2fMmDE4ODgQEhLCN998Q0REBCaTiQsXLvDmm28KrzD46quvmD17NpWVlcTHxzNixAhkMhleXl6cOnWKYcOGkZaWRl5enuCmp9VqqaioIDAw8G9Z7bZu3UplZSUhISFC7FNRURH37t2zcQtbtmyZTcwT1AudP37XyZMncXJyEuK7GlLBOzs7M3nyZNRqdZNpw9955x2bhB06nQ6j0cjVq1eFbTKZjOXLlxMZGUlOTg737t2zyUa6Zs0apFIpjo6OzJ07l5YtW9KqVSshSQbUJ0fw8PDA3d2dyspKysrKCAgIICQkhJ07d/L6668L72V71OJVV1fHwYMHeeGFF7C3t0cqlWIymTCbzcK4MRqNZGZm4u/v3ygRxpNQUVEhxCEOGjQInU4nZIL9uxgMBuzt7XnhhRdsFiQKCgo4ePCgTdni4mIePnwouJ029GlRURG1tbWo1Wratm2Ln58fAwcO5PDhw7i4uHD79m3mzZtHamoq2dnZKJVKJBKJ8LqVlStXMnDgQHJycnjllVfQ6/Xo9Xph7K5du5aNGzdy7949WrVqhY+PD7t376Z///507twZJycn/Pz8KCgo4OLFi0LMGNS/w9BgMNCqVSuqqqrYsGGD4IYYFhbGrl27GllsXVxceOONN1iyZAk5OTm88cYbjbKt/hGZTMakSZNsslY2cOfOHc6dO8eqVatYsGABUC9mbt26haOjI127dmXo0KFs2rSJjz76iMLCQg4ePCgkrerSpQtr1qzhs88+w87OjsOHDyOTyejYsSNQL/B++eUXfv/9d4KDg1m0aFGTFrPCwkJ69eqFk5MTEomELl26EBERwZ49ewQBr9PphIVAqVTKpUuXhPvWzs6Ou3fvChmGo6KimDNnzmMFXfv27Tlx4gT379/H399fiHVsOOdFixbRq1cv2rdvT3V1daOY2wacnJwIDQ3lzJkzjB07FovFwvXr1+nYsSMKhYKIiAjOnTuHj48PVquVixcvEhwcjMlkIjMzk5CQEKKjo7lx4wbPPPMMdnZ2/Pbbb3h5eaFSqTCbzZw6dYqhQ4c2Sl6Um5vLnTt3iIqKemxcr4iIiIiIyOP4S0FnNBp5+PBhI5eWBh5NW93A0qVLiYyM5MqVK5w5c4bAwEAmTpyIyWSyeQ/RunXraNGiBS+99JIQn3Po0CF8fX356KOPkEgkQvnc3Fx27txJQEAA0dHRlJSUCJaxIUOGYDQa2bBhA4sWLRKsSe+88w4lJSXs2rWLVq1acenSJdRqNSEhIUIAvUaj4cyZM6xZswaod79Sq9UcO3YMPz8/+vbty61btzhz5gxDhw5l5syZREZGUlNTw6BBg7h//z6nT5/mzTffBOrjN95++22cnJwwm83U1dUxdOhQTp48SXR0NEajkZqaGm7cuEGLFi2E2CO5XM6lS5dQKBS4uLiwf/9+rFYrQ4cO5bXXXgMQ3CMfR/fu3UlOTuazzz5DJpPh7e3NiBEjgPqYpPT0dNasWYPRaCQyMpJOnTohkUiYOnUqn3zyCStWrMBgMNCzZ0+eeuopFAoFEyZMYM2aNXzwwQfodDpGjRpFWFgYcrmccePGsXnzZuLj46mpqWHatGmCS96VK1fYtGkT3333XZPvknscj75zsIGtW7fSq1cvGxesx7WDVCoVhFjDy+r9/f2FY/+YhMPPz48FCxZgZ2dnY617NJsgwIULF0hPT+eVV16x2e7h4SFY3AYOHMjatWsZMmQIFouFjRs3CkKqQei1adOGNm3aCMenpaUJ71SLjY1l//79bNu2jXHjxgntrtfrGTlypGBVsVgs7Nq1i8DAQGFb586dWbNmDYmJiQwYMACoj9ecOXMm8+fPZ8KECU22159x5coVrl27Rps2bVi5ciVQv7gzffr0x1qJH0dGRgZKpbJRrNcfLaQKhYLnnnuOjIwMvvnmG1544QXBPTk2NpaSkhLGjx9vc4yHhwfNmzcXxEX79u1Zv349I0aM4NixY4wfPx6VSsX8+fNp3bo1Op2O8ePHk5CQwMWLF23G7uLFi/Hw8MBkMmEwGHj66aeJj4+nZcuWmEwmIW6vY8eO6PV6FAqFsEAyaNAgTCYTBw8exMfHB71ez9GjR8nIyODu3bv8/vvvggjUaDQkJCRw+fJlunTpwtChQ4XkL926dSM0NPSxbezh4YGHhwcajcbGrTAkJIQlS5bg6enJpk2bANi0aRO9evUiOjoauVyOk5MT7du3R6VSsXnzZsaNG0dRURGlpaV06NCBxYsXk5ubS0xMDAsXLuS7774jPDwcg8HAO++8I1x3mzZthDZqcG80m83IZDLatWsnxBw+Sm5uLrt27QLqXSAbMqMmJiZSUFBASEgIO3bswN3dnc6dO7NixQqgfqz/8bUtj9KuXTtGjhxJTEwM9vb2QgyfxWLhwIEDZGZmIpPJhIQrAwcOFJ6Lj6JUKnn++efZuHEjycnJ1NbW4uHhQdeuXZHJZIwaNYoNGzawYsUKTCYT9vb2TJ48Gb1ez8qVK9mwYQM9e/YkMTGR999/H3t7eyoqKliwYAFKpVJ40fyjiaygfgwsXbqUmTNnsnr1amJiYv5br34REREREfnfx18KOr1ez6ZNm4TMd3+kurraJsEH1E/Krl27xrp16xg3bhxeXl7s37+fLVu2UFZWhpOTE1KplH79+tGnTx9hct68eXPeffddoH4yuWfPHiGpgkajoX379gwdOpTly5ejVquFzJNyuZwxY8agUqmEGLRVq1Zx69YtPD09ef3114UMgGq1mq1bt7Jjxw6WLl3KwIEDmT17Nj/88ANVVVV4enoSGhrKsWPHWLdunbAiPm/ePFq2bCnEXKlUKlQqFa6urjg4ONjEQzT8n5iYyNtvvy24JTbEBj36PqLt27czbdo0Jk2axJdffsnatWsJCAhg7969Qqa/8+fP4+TkJIjbvXv3IpFIcHJy4tNPPxXqkkqlvPbaa1RVVWEymWyElFKp5N1336WiogKFQmFjZXF3d2ft2rVC3zw6mQgMDGTLli2Ul5ejUqls9kVFRRETE0NZWRnOzs42E9B+/fpx/PhxGxfYJ6GpLHwNr7Voat8fad26NW+++Sb79+9HJpMhl8uZOHHiYydIMpmMa9euceTIEdLS0li9ejVAoxdHe3h4UFxc3Gg7wCeffELz5s2ZNWsWmZmZrFy5kpqaGiGBRoP1bNWqVY0SPzz6bse+ffsKFtuAgABiYmKabHepVGqTwAMgNDSU7du3U1tbK7gZ+vj4sHbt2kYi9s94VLAOGzaMYcOGPfGxf8aBAwcYOnSozcR83bp1xMfH4+zs3Kh/QkNDadmyJTdv3qR58+acPn2aixcv8uKLLzaq++7duxiNRjIyMtBoNHz22WeMGzeOUaNG0aJFC2bNmsXevXuFTI4NArGpsdvgdnzhwgVWrlwpvNPtxx9/BGzH7meffcb8+fMZO3Ys169f591330Wr1fL7779TWVnJyZMniYiIoFu3bnTq1In169fTrl07Pv30UyHub8aMGcIiiFar5cSJE/zrX/9CqVSyadOmJuO9qqurWbFiBVqtFrlcLowLJycnYbw1XJODgwOurq421xgaGopWq6WsrIwePXoQHx/Pjh07uHLlipA9s3fv3nTs2JHCwkKsVitnzpyhRYsWzJ8/n2nTprFmzRpiYmIwGo0257ZmzRp69uwp9OejCy/h4eG88cYbQP1rMuzt7amtrWXZsmWsWbOG9u3bc/DgQXbs2EFtbS3PP/88zs7OQvzlnj17hJezPxq3JpVKmTp1KmPHjkWv19tY3OfNmydk6X0cn3/+ufB/ZGQkW7Zsobi4WHjGNxASEsKmTZvQaDTY29vbWCe//vproR+WLFmCVqulrq7OJsOrl5cXW7ZsafT9DUlp0tPThdfsiIiIiIiI/B0kOp2ucVq+v0FdXR05OTmEh4cjkUjIyMjAy8sLk8lEXl4eERER2Nvbk5ubi1arxcvLq8l3ECUmJtKqVSvhx6yiogK1Wk1gYGAjC09WVhYmkwk/P78m3b9MJhO5ubk4Ojri6enZSAhYrVbUajUuLi64u7tjNBq5f/++8GLo0tJSrFarzXlmZmYSHBzcqC6tVkthYWGTqclNJlOjTJRNYW9vj4ODA8XFxcKEEupXbisrK6mrq8NkMmG1WpHJZDbZB///ys2bN6moqKB///7/7brS09Px9PRsMsW3wWAgIyPDJrlJaWmp0O4eHh42CWgMBgNZWVk2/VVeXk5BQYHgYtqUNaCgoICqqqom+7msrMzmnXYN8WJ6vR6j0Si8FywkJORPLQ3/0xQXF/Ptt9/y8ssv/y0r6X+CWq3Gzs5OsLr8EY1Gg0qlshmvDc8EPz+/RnG48F+Je8rLy4Xx2bJlS5tJ9qMT5/z8fCHDYVBQkCAmHj58SHBwcKOJcllZGSUlJU32qcFgaPSOvKZwcHDA3t6esrIyXFxchLjSP36XyWTizp07tG7dmnv37uHr64unp2eTlua6ujqysrKErL1VVVVkZ2fTunVrIYFRcnIyVqsVf3//Jl2GG0hLS6NZs2ZNJuBoaF+r1UpBQQF1dXVA/QKZr6+vjXuoVqtFIpHYjKXa2lr0er2NldDFxUW4dqPRSH5+vuBCaDQam1xYycvLs7lvjEYjlZWVQtbJf9Jz7z+lrKyM1NRUIiIi/rQ/RUREREREGlCpVMIk4r8t6EREmsJoNAqWNZH/OzS4OIvuWyIiIiIiIiIi/2/xqKAT02yJ/H+C6Db0fx8xi56IiIiIiIiIyP/7iOYTERERERERERERERGRfyiioBMREREREREREREREfmHIgo6ERERERERERERERGRfyiioBMREREREREREREREfmHIgo6ERERERERERERERGRfyiioBMREREREREREREREfmHIgo6ERERERERERERERGRfyiioBMREREREREREREREfmHIgo6ERERERERERERERGRfyiioBMREREREREREREREfmHIgo6ERERERERERERERGRfyh2y5YtW/FXhXQ6XX1hOztqamq4ceMGgYGBABgMBqqqqlAqlTbHnDlzBmdnZ1QqFVarlTNnzlBTU4O3t7dQxmq1cuXKFVQqFfb29qjVagoLCykpKaGkpITS0lKcnZ2RyWTCMbm5ucTGxhIREYFEIkGv13P27FlCQkKws7MTzik9PR0XFxfMZjPFxcVotVqqqqps/gAUCgVGoxGz2cw333yDt7c39vb2GAwGLl++TEhIyJ+2TWFhIdevXyc0NPQvG1uj0XDu3Dnkcjnu7u6PLWcwGJBKpUgkEpvtVqsVk8kkXOcf95nNZqTSxhrdYrFgtVob1fdX+54Eg8HA/fv3cXNzw2w2U1hY2Kidq6qqUCgUSKVSjEYjWq2Ws2fPEhoaKpxzXFwcfn5+NtdmMpmorq5Gr9ej1+vR6XRUVlZSXFxMVlYWSUlJ+Pr6olAoACgpKSE+Pp6QkBBqamqoqKhArVbz66+/0rx5c/R6PQqFAjs7OyorK9FoNGi1Wn7++WcUCgVJSUlkZ2cL97mDg4PQnkajkdraWsxmMzqdjoqKCvLz80lMTMTb21u4Rw0GAxcvXiQgIEA4trKykrq6OvLz84mLi8PLywuj0UhdXR0KhaJR2xuNxib7WERERERERERERATg448/Xtnwv+zPCjZw+PBhXFxceO6559DpdJw9e5YePXoAcOjQIUwmE1OmTKGkpIRbt24BcO7cORISEujUqRNarZbt27fz/PPPk5+fj5OTE9HR0chkMhISEvDx8UGpVLJhwwYGDBiAg4ODUMeMGTMIDg4mKSmJkpISysvL2bt3LzqdjmbNmpGZmUliYiJQLzijoqLw8vLi119/paqqinHjxhEfH09tbS3l5eUkJSXRq1cvZDIZbdu2JSgoiG3btgHw+++/k5SUhLOzM2PGjOHs2bN07NgRAKlUipOTU6O2KSkp4erVq/Tr1+9P2zAlJYXt27fTuXNntm/fzogRI+jVq5fNZL60tJSffvqJvLw8mjdvzpQpU3BxcRG+59ChQ+Tn59OxY0eGDBkiiOjc3FyOHz+ORqOha9euPPPMM8K+e/fucfbsWbRaLT169KB3796CALp+/TpxcXGYzWZ69epFz549/7awM5vNHDlyhODgYAYNGsTJkyeBeqFbWlpK69atARgyZAjl5eUcOXIEnU7H/fv3uXHjBu7u7kyZMoVffvmFqKgolEolCoUCpVJJYWEhhw4dwmg0IpPJMJvNqNVqWrdujYuLC82bN8disQjncv36dTIzM+nbty/p6elcvXoVjUbD5cuXqampAWD06NF4enpSUFDAw4cPATh69CgAaWlpAFRXV5OQkMCCBQtwdXUV6s7IyKC2tpacnBxKS0vx9vamT58+SKVSzp49S1RUFK6urly7do2ePXsC9aJ01apVBAQEoNPp0Ol05OTkYLVayc/PZ9GiRXh4eACg1Wo5c+YMKSkpBAUFMXbsWOH7RURERERERERERJriiQTdc889x8KFC+nUqZONJe7hw4ccOnSImJgYJBIJNTU13Lt3D6vViq+vLwB3795FKpUyYsQIqqurSUpKws/Pj4iICI4cOUJSUhJ6vZ4+ffoAcPHiRezt7QHIzs4GECa/DRPwwYMHU1RURHFxMRKJhJYtW5KWlobJZMLPz4/AwEBmz57N2rVrKS0tZerUqVitVvbu3UtISAgzZ860sfq9++67WK1WUlJSmDlzJqGhoeTk5JCYmMikSZMwmUyEhYWxbds2Dh8+zJ07d4RjNRoNarWaFStWCHUqFApmz56Ni4sLBoOBuLg49u/fz3vvvUdwcDBlZWW8++67ZGdnM378eMFK88UXX2BnZ8e4cePYt28fy5cvZ+PGjVgsFj788EOUSiUjR45ky5YtWK1WRo8eTU1NDbNmzaJbt250796dbdu2IZPJGDBgAAUFBcyfP5/BgwfTokULPvvsMxwcHOjRowepqamsXr2aYcOGYW9vz0cffcTHH39Mhw4d/tYN5ODgwNy5c1m3bh2DBg1i5syZAGzZsoXOnTszaNAgoV0CAgKIiIigpKSEzZs3s2TJEqRSKdeuXSMhIYHp06djMpmYOHEiM2fOJCAggDfeeEP4roqKCrZv38706dORy+U252G1Wrl27RrTp0/n7t27NGvWjGeffZaMjAwyMzN59tlnAVCpVEIf/fjjj8jlckpLSzl9+jQVFRXIZDJh0cFqtQr1nz59mtatWzNp0iSkUikbN26ka9eugghOT0/H39+/kQCzWq3k5uYyY8YMm30Gg4EvvvgCk8kkbDt+/DgnT55k+vTpHDt2jGvXrrFly5Ymra4iIiIiIiIiIiIi8ASCzmKxUFNTw7PPPkt+fj4qlQqdTkd+fj75+fmMHz8eiUSC1WolMDCQ7t27k5ycLBwfGBhInz59qKqqQqVSsWHDBkaNGoVMJiMwMJC7d+/SvHlznJ2dAejfv79goTObzQDI5XIGDRpEYWHhf524TMbgwYNxdHRELpdTWVnJqVOniIqKEvYvXbpUsDip1WrOnDlDjx492LlzJ1OmTBEsbidPniQ/P5/Q0FB++eUX3N3dkcvlvPjii7i5uSGVSgUx2bp1a0GsFhYWsmfPHlxdXcnMzOSll17C0dERqVSKvb09aWlp7N69m6KiInx8fIiNjRXOJzIykl9++YVLly4xceJEunfvTm1tLXPnziUwMBCLxcI777wjtLVarWb9+vWEhIRgMBjYtWsXo0aNIiEhATs7O+bOnYuXlxcAFy5cYMCAAcTHxxMQEMD8+fOFNr1x4wY9evTg9u3btGvXjtdeew2JREJxcTEJCQm0b9/+b1vp3NzcWL16tSA8Hjx4wM8//8yMGTOIiYlhxowZODk5odPp+PHHH6msrEQqlbJr1y6CgoI4ceIE8+fPJyIiArVajcFgAKCqqopr165hNBqBetffrKwsTp06JYjEqKgoQkJCSE5ORqvVkpqayrFjx4iOjiYpKYmgoCDc3NzYu3cv169f55133qFr167cunULlUpF586dKSoqokuXLjx8+BC5XE7r1q2RyWRUVVXh5uZGTU0Nly9fZuTIkfz4449oNBqSkpIoKiri5s2bDBgw4E/bR6fTce7cOaEPGu7t4uJim3KxsbG89dZbdOrUieDgYGbNmkV6ejoRERF/qz9ERERERERERET+9/CXgq6uro6FCxcKMWdWqxW9Xs/rr78ufE5MTOSDDz5AJpORmJhIYGAgYWFhJCUlceHCBXx9fTl8+DBvv/02Dx48wGw2o1KpGDx4MA8ePKBXr174+/sTHBxsI3oMBoNgraurq2Pfvn188sknODs7c/ToUTQaDffu3SMoKAh/f39ycnKwWCykpaWxYsUKJBIJH374If7+/sTExCCVSnFwcECn07FlyxYWL14MQM+ePUlNTaVt27YAuLq6smHDBl577TX+/e9/8/zzzwtCMTIyEqgXugsXLmTMmDHk5+cTHByMUqkUXFEb6pk2bRqenp7C5H3v3r0MGzaMLl26MGnSJGQyGRUVFSgUCt5//31h0l9TU4PVakWhUJCVlYWLi4sQtxgWFkZtbS1arZasrCzatm0riLnw8HAOHjyI1WqlsLDQRiB36tSJnTt3YrVaKSoqYuDAgYIIGzp0KCdPnsRsNttYL/+KQ4cOceDAAZycnNi5cyfZ2dksXLgQPz8/QkJCuHXrFmfOnGHMmDGoVCp69uxJUVGRcLxWq0Wj0eDj40NiYiJVVVWCm6vZbKaiooK6ujoAIY6urKzMJmYN6sVQUVERmzZt4v3336ddu3bExcXRo0cPrl+/zqRJk3jw4IHQx506dcLT05MtW7bQu3dvevfujdlsRiKR0LFjR2JjY8nJySEwMFC4ryIjI/H390er1ZKRkUH79u15+umncXNz+9M2MhgM5ObmNhJ0er1e+FxbW4vJZCIgIEDoRwcHB/Lz80VBJyIiIiIiIiIi8lj+cubu4ODAN99889j92dnZbNq0yWZbcXExdnZ2wsT9j5PXBqqqqqiurmbPnj20adOGkJCQRklIbty4IUxyrVYreXl5ODg4oNVqgXqh12DBAZBIJAQHB7NmzRpWrVqFWq1m69atdOzYkY4dO2I0Gpk4cSKLFy/mzJkzDBw4kKqqKm7evCnU0a1bN1atWkVtbS12dnb4+/sLgq7hPOLi4gQLT0FBAf3792fPnj20bdtWiHvz9PTEbDZTXV2No6MjUG9tVCqVODo6YjKZMJlMhIaGIpVKBXfAsrIyjh07xqJFi5DL5RQWFuLl5SUkynB0dEShUFBUVEReXh7BwcE2/VVTU4NOp0Or1RIeHi7sUyqV6HQ6LBYLZWVlNglqvL29KSsrs4lJexL69u1LaGgoW7duJSMjgy+//JJFixaRkZGBQqFg1qxZfPzxx4LVKTc3V7DgSiQSevbsyaZNm8jNzcVqtRIeHi4IVzc3N8aPHy98V0VFBeXl5UyePLmRy+W8efNo06YNCQkJdOjQgaNHjzJlyhSqq6uprKwE6uPnHBwcMBqNxMfHc+bMGQICAhg5ciSOjo5Ce/z000/o9XomTZoEQGZmJh06dMDZ2RlnZ2dKSkp4+PAhGRkZPPXUU/j7+/9pG6lUKnr37i1YoaE+8cmjFufCwkKhXxvapkWLFo2seCIiIiIiIiIiIiKP8kSmmMrKSjIzM5vc9+ikVKhUJkOhUDSadP/xuA8//JDMzExmzZrFU089xc2bNwkLC+OHH35g/PjxgnXuUeRyuZCp8HE4OjoSFhaGQqFArVYzYMAABg0axJEjRzAajfj6+vLOO+8QHx9PSUkJO3futDn+2LFjTJ48maqqKvR6PS1btsTT01PYn5aWJgiu0tJSoF4QtWzZkuXLl7Ns2TK8vLyoq6vj/Pnz5OfnC8empqZiZ2dnk2DlpZdewsfHB6gXuR999BHh4eH07dsXACcnJ0GUQH2iDYvFgkqlwtXVVbCeAkLWSIVCgUKhoLq6WthnsViQy+VIJBLBUtmATqfDwcHhb7tbenh4IJFIUCqVFBQUMGTIEJ5++mkyMjIACAoKYtSoUdy9e5eamhouXLhgI8APHTrEqlWr/g979x0fRbk2fPy3JZtsyqZXSiCBEEgCCAKhV1GadFFQRBGQooAFBaW8IkcFBUFAAREp0qVJh9CUIhAgQEKAVAKpm4Rsks32ff/IJ3NYE4rnvOfx+D7396/s7OzMvTOzk/ua6y4kJiZy/vx5vv76a+l7LF261CGbZzKZyMjIYObMmVJm0dnZmZdeeglvb282bdpE06ZN+eGHH+jQoQO7du1iyJAhKJVK3Nzc6NatG0ajEScnJ5o0acKVK1dwdXXlyJEj0nGFyuxoVFSUNOhKamoqnTt3BiqD7U2bNlG3bl06d+7M9u3bpWC9JjKZDF9fXy5cuOCQ+bTZbCiVSul4u7u7S6OtVikuLpaCfEEQBEEQBEGoyRMFdNnZ2fzwww81vldWVlatyZlGo8HX19chI/FHPj4+TJo0icOHDxMTE4O7uzvx8fEMHTqU48ePU1FRIQ1GUkUmk+Hl5YWHh0eNwV5N2rZtS6NGjaotj4qKIioqCrPZzKuvvorZbGb69OlMmDCBgIAAwsLC2LZtG87OzsTHx/Pcc89hs9m4fv06M2fOZOLEiVgsFvLy8igrKyM7O5uWLVtSWFjI119/zbRp0/D09GTEiBEkXNXo+wAAIABJREFUJiYSGBiIn58fCxYsYPjw4fj6+nLp0iVpNESobFL4zTffoFQqef3116VsTd26daWMm0ajobCwEJPJRGBgIHXr1mXz5s2YzWacnJwoLi4mICAAlUqFn58f169fp3///lI/uaoAzN/fn1u3btGqVSugMkh9MAv4r0xl0L59+2rL5HK5NCCJwWCgb9++WK1WtmzZwhtvvIHRaESpVJKenk5SUhK3bt0iIiICuVxO9+7dMRgM0rZKS0vZvXs3AwYMkIIjuVxOQEAAcXFx0ndu0KAB69ev586dO8THx1NSUsLMmTMBaNiwIfPmzSMmJoZatWrRv39/goKCpPNSr149jh49yo0bN4DKDPDdu3cZOHAger2ef/zjH3Tu3JmUlBTq1KlDw4YNaxz9tOoYZmZm8uWXX5KRkUHjxo1Zt24dw4YNQ6PRcOvWLUpLS/H398fPzw+z2UxpaSm+vr6UlZVx9+5dgoODpe2ZTCZkMtkjH5QIgiAIgiAI/7s8UUAXFRXF0qVLa3yvarCOB6WkpFBWViaNUglUCw5UKhURERFSdiQ3N5esrCwpE1hYWIiTk5NDhdZms5GcnIxaraaoqOiRZa7qm1VcXPzI9ZycnDh8+DCtW7cGKqc+2LVrF3Xr1uXmzZt89tlnbN++nQ4dOiCXy/nll1+YMWMGFouFnTt3UlBQQEZGBjt37gRg1KhR7N69m7y8PGlUw0uXLuHh4cGAAQMcjtvp06elgM5ut7Nx40bS0tIYN26clOEKDQ0lIiICX19ffvnlFzp27MiePXvo2bMnSqWSp556ih9//JF9+/bRpEkTdu7cKW2zVatW/PDDD7Rv356AgADWr19P3759kclkNGvWjK+++oqIiAicnJzYtGkT48aNQy6XU1JSwv79+2nfvj1169Z95PGrOtZVzSEfN7/ed999x1tvvYW7uzsKhYL4+Hhq165NVlYWb731Fhs3bmTatGm4uroSHR3t8Pn79+9z4cIFWrZsWS2o6devH88++yyZmZnk5ubywQcfoFKp2LlzJxs2bGDSpEnExMRIQfIft5uXl4e7u7tDhgwqAzqTyYSfnx8VFRXExsbSu3dvlixZAlT2xYPK38gfv3tBQQELFy5kypQp7N+/n+bNm6PRaNizZw+tWrXi6tWr7N+/n/nz5+Pv70+LFi3YtWsX/fv35+jRozRs2FBqMpuTk8PevXsxm80MGTLEobmsIAiCIAiC8L/XEw2K8uuvv1ar6FapanL4oD59+hAREcGvv/7K4cOHad68OTExMdy/f99hmHa73S5lYA4ePEjPnj1555138Pb2ZsKECdUyfwqFgiFDhqDRaNDpdMhkMkaMGIFcLpfmorPb7dKQ8E2aNGH16tXI5XKaNm1KbGysw/6hsn/UxYsXGTduHFA5GMX9+/elz0dERODj48Pq1auZPHkyH3zwAUqlErvdTtu2bbl+/Tp79+5l0qRJQGXGaMSIEchkMmli7Pbt27NmzRrat2+P0WhEp9Nx6NAhaV9qtRqbzSb1Vfzwww+l8lWV491332XmzJlSc8Jhw4YBEBwczKxZs/jss8/Izc2ld+/e9OjRA6jMRs2cOZNly5ZRVFTEoEGDpOkhWrRowcCBA5k9ezZ2u51hw4ZJGbby8nL2799PWVkZY8aMedwlwpIlSwgICGD8+PF89NFHNGnShE6dOjmcP7vdzuXLl2nVqhW1atXCbrdTr149UlJSeOeddxg0aBB9+/bl3LlzHD582CH4raLX66X55P7o0KFDrFixAi8vL1544QWpKeXhw4f54osvWLp0KbGxsdK0ClAZfBcUFLB06VKioqJ47733cHJyol+/flL/uYKCAjw9PZHL5Wg0GgYPHlxj5rJjx47IZDJ0Op10jd24cYPo6Gh8fHzQ6/XY7XYGDRqExWJh3bp1xMTE0KVLF3bs2MGYMWN44YUXWLhwIW+88QZhYWHMmzdP6o8ZHx/PU089hclk4vfff6dfv36PPS+CIAiCIAjC//+eaNqC3Nxch35PDyovLyc0NBSZTCY1iVSpVFy+fJndu3fTp08f5HI527dvJzk5mcaNG+Ph4YHVauWLL76goqICtVqNWq3mpZdeok2bNpw4cYLFixdjNpux2+1MnDgRjUZD/fr1MZvNLF++XBoZ0Ww2s27dOlJTU+nUqRNOTk7k5eXh7+/PmDFjSEtLY8+ePfzyyy9SGauCvgYNGjB8+HBmz57Npk2baNiwIX5+fgQFBZGbm8vAgQORy+UMGzaMxYsXS9MPANK21Go1AQEBDnOFVf199+5d1q9fL/WXWr58OQBbt24F4Nq1a1y7do0OHTrQvXt3Tp48+dDzEBoaypo1aygpKZEmoq4SHR3NmjVrMBqNDs1cZTIZXbp0oV27dlitVodRFmUyGUOHDqV///7YbDaH+QW9vb1p166d1BzzUZKSkmjUqBGjRo3i5s2b7Nu3jy1btgCVfSmrBn6JiYlh0KBBhIeHs3btWoKCgnB2dsZkMtG3b18GDBiATCbj7bff5ueff3bYx71799iyZQtarZbWrVvX2H+yQYMGfPPNN4SGhlJRUcHq1asxmUzMmzeP+vXrs3DhQjZu3Cg1eVy5cqXU9/Dpp5+mW7dujB49mmvXrnHmzBmWLFnCiy++SGJiImFhYdI+q4I5Pz8/h2NWXFwslbFRo0YoFAq8vb3p27cvbm5uNGjQgE8//VQ6Jmq1mvDwcJ5++mkyMzORyWQEBATw+eefU1JSImUwqzRq1Ihjx45hMpno1avXY8+LIAiCIAiC8L+DrLy83P741R6uagTLqkCitLQUFxcXaXoDDw8PFAoFer0es9mMs7OzVBEuKSmRBqyoCuygMptjNpux2WzY7XZpe4WFhfj6+lJaWopcLpf6LpWWlmK323Fzc0OpVGKz2aR9VZWxKjh8cLJohUKBs7MzNpuNkpISFAoFGo0Go9Eo7bdKaWkp7u7u1bIzZrOZiooKKZPyoKrv8ThyufxPTRXwn6bVasnIyKB58+aPLZfNZsNoNErnriqA++NomVUD5VSNsOnm5oZarUav1+Pi4iIFwXa7HaPR6HDsq0YKtdvtDiNBPozdbpfmPXwwKDKbzZhMJtzc3NBqtahUKlxcXKptr+rzLi4urFq1itatW1cLbktLS1GpVNI1ZrPZpDKq1epq2zSZTNIUC4A0aM2TstlsFBcXo1Ao8PT0/NP9GwVBEARBEIT/f7i5uUmVwX87oBMEQRAEQRAEQRD+5zwY0MkftaIgCIIgCIIgCILw30sEdIIgCIIgCIIgCH9TIqATBEEQBEEQBEH4mxIBnSAIgiAIgiAIwt+UCOgEQRAEQRAEQRD+pkRAJwiCIAiCIAiC8DclAjpBEARBEARBEIS/KRHQCYIgCIIgCIIg/E2JgE4QBEEQBEEQBOFvSgR0giAIgiAIgiAIf1MioBMEQRAEQRAEQfib+tMBnd1ux2QyPXa9iooKbDab9NpoND7R5x61X7vd/qc/p9frpb+tVisVFRU1rmc2mzEajQ7LnqTMVqsVg8HwyHUqKiqwWCzS6/LycofXT6Km415TmZ9UeXm5w/n5n/Koc6jX62s8LjabTfqcXq/HarU+dh+lpaWPPcY2mw2dTufwufLy8oeu/6TH2mw2O1xnNpvtodedxWJ57PXzYPmqWK1WysvLH3k8rVYrJSUlf+o8V12bf7xma2I0GqVzUVZW9tDz8rDfyOPKLwiCIAiCIDye8klWys7Oxt3dHY1GQ2lpKfv37+fFF18E4P79++Tk5BAZGYlMJpM+s337dlq3bk2jRo2wWCwsXryYrl270qpVK2md3377jYKCgkfuOzAwkHbt2pGYmMjly5d54YUXyM7O5tatW9W/jFJJ69atcXZ2xmAwYLPZ2Lp1KwMHDkStVpOdnc2RI0eYOHFitc+ePHkSk8lE7969pWVHjhzBx8eHdu3aPbR8d+7c4cyZM4wYMeKh63z33Xf079+fsLAwTCYTq1atYsiQIdSuXdthvYyMDClo8/Hxwc/PT3qvuLiY48ePM3jwYGlZVlYWhw8fZuzYsaSkpJCcnOywvaCgIFq1auVwXqAywNixYwd9+/bF29v7oeV+HJPJRHx8/BMFp82aNUOj0bB69Wqee+65at/dbrezatUq+vbtS3h4OCaTieTkZDIyMkhNTaVbt240atSIZcuW0bZtW9zd3QkMDCQ4OLjavqxWK7t376Z27dp06dKl2vsFBQXodDru37/Ptm3bGDNmDFAZoBw4cIA+ffrg5OREQEAAHh4eAFy8eJG0tDTq1q3LhQsXqm3zzTffxMnJCYALFy5QXFxMnz59AEhJSeHWrVv07du32udSU1NJSUmhd+/elJaWcujQIYcgc9SoUSgUCnQ6Hfv27SM0NJSnnnqK8+fP8/vvv/PMM8+gUCik9SMiInBxcQEgOTmZFStW8OWXX6JSqR55fqAyWP7kk08YP348Bw8epEuXLkRGRjqsUxWsuru7s2fPHjp16oSbmxtLlizhzTffxMfHp9p209PT2b59O2+++SZeXl5A5e9m8+bNTJgwAXd3d2ndnJwcdu3aVeM15e/vL913qphMJqxWK2q1+pHfrbS0FDc3N+Tyfz7Dqgp0H1wmCIIgCILwd/NEAd2GDRtwcXFh4sSJmEwmbt++DVRWiBYvXkxgYCCNGzcmPT2d3bt3A5XByfHjx2natClFRUWcOHECm83G6dOn8ff3Z/DgwSiVSqny+dNPPxEbG0t4eLj01F4mk0mV1YYNG7Jy5Ury8vJ45plnuH//PgBXr17FYDDQunVrnJycsFqtxMXFMX/+fCmz89NPPxEVFUVsbCxarZa8vDwAXF1d8fDwoLy8nKNHjzJlyhTu3LnD7t27MRqNXL58GS8vL86cOQNUVq5XrVrFwYMHpWNTVdaVK1dKy9RqNevXr8ff35+SkhJOnTrFyJEjsdls5Ofnc/XqVd566y2H7IRMJmP+/PlYrVbKysro1asXw4cPl4KxiooKUlNTsVqtKBQK7HY7wcHB3L17l127dtGyZUvc3Nyk7el0OuLi4mjZsiUymQy9Xi/tz2q1kpaWRklJCUrlPy+BP1Z4H8disXDjxo2HZphKS0v5/fffHQKDI0eOEBsbS0JCAu7u7nTu3BmoDBSSkpLo1auX9H0/+eQT7t+/z9tvv02jRo3YuXMnqampODk5kZCQQL9+/Rg0aBAAS5YsYfv27dWC1wfPU9euXZk9ezZxcXGcOXOGiooK0tLSpCyu1WolPT2dtLQ0FAoFI0eOpGXLlqSnpzN9+nRWrlzJ6dOnCQgIYMCAAQCUlJQwceJExowZg5OTExaLhStXrtC+fXtsNhtyuZzffvuNWrVqVTvfVZnE3NxcKVt47tw5xowZQ35+PjNnzuTVV18FQKPR0Lp1a9asWYPRaOSrr76iXbt2zJs3j7CwMDw8PDh27BibN2/GxcUFi8XCnj17SEhIYOzYsUDl71Umk0nHqFu3bowcOVIqU1xcHEVFRYSGhnLz5k1atmwJgMFgIDk5mWbNmpGZmcmePXuYPHkyWVlZGAwGdDodFy9epKioiOLiYgA8PT3x8/PDbrcTHh6Ot7c3mzdvZsyYMVitVhYuXEiPHj1wc3PDbrdLZSosLMRutzNq1CiH85eamsqyZcsYNmwYMpkMm83Gxo0bWbVqFQBdunTho48+qha4JiUl8f7771NWVoavry9Lly4lJCQEk8nE+++/z82bN/nyyy+Jjo4G4O7du4waNYqffvqJwMDAGq8lQRAEQRCE/yZPFNBNmjSJTz/9lLS0NIeMztWrVykqKmLq1KlAZaUzMjISs9lMeHg4AAqFArVaTdeuXTGbzdy+fZuwsDDkcjmxsbFSxbN+/fq8+uqruLu7c/jwYW7fvs0bb7whBXzOzs58+eWXnDhxgkaNGtGsWTOKiorYv38/AwcOpFu3bmg0GqCyohocHIzBYGDjxo0MHToUf39/du/ejUwm46effiIpKYlnnnmGYcOGkZqaio+PDxqNhp07dxIVFYVcLqegoAAvLy+efvppAFxcXBg3bhyDBg2SMmmpqan89ttvUsUbwMPDAx8fH9LS0li4cCENGzbk//yf/0Pr1q0JCgpCqVTy6aefApCfn0/v3r3p06cP/v7+vPHGG2RlZfHrr7+yePFiaT/l5eUkJSWxYMECXnnlFZKSkrh16xZjx44lNTUVjUZDixYtgMrArLS0lMzMTADy8vJ4//33adSoEVBZsU9ISGD16tVSBfjSpUssXLiQ+vXrP/HF4+rqyuuvv+7QJLKKQqEgOzubO3fuMG7cOJydnR3ej4iI4LPPPsPLy4tmzZpJmZaqbI2bmxs//PAD48ePJyQkhC1btrBnzx7effddVCoVt27dIjAwEJPJhEqlwm63884779ChQ4cay5qens6pU6eQy+UMHjyYp556ioCAABYsWMDMmTNRq9WUlZWxdu1amjZtStOmTfH09OTmzZusXbuWefPm4eHhgc1m4+TJk9y7dw+ozOqVlpZK+5k9ezY6nY78/Hw2bdrEmDFjOHHiBCEhIZw7d04KrD/99FN27drF+fPnKSwsxGAw0KFDB/z9/YmMjMTb2xu5XI7RaJSC7tq1a9O1a1fy8/P59NNPcXV15cqVKzRv3pyoqCgsFgsBAQFAZXBWVlbG8uXLpWCpKlNcldWs+r1AZSBz4sQJ5syZI61vt9u5ffu2lBWtCnr+KDU1lfr167N7926ysrIoKChg9OjRdO3alW+//ZbCwkKpGee8efOk6+X8+fNcvnyZkJAQRo8eLW0vISGhWjPRoqIih9cXLlzg2LFjfP3116hUKubPn8/Bgwd5/vnnpXVKS0v54YcfePPNN4mJiWHLli189tlnzJ8/n4sXLxIREcHgwYPZuHEjn3zyCTabjW3btvHhhx+KYE4QBEEQhL+NxwZ0VVmLHj16oNVqycnJQavVcvXqVfR6PX379iU/P18KYkpKSti7d6/0+ebNm/PGG2+Qm5tLSEgIu3bt4pVXXkGlUmGz2di1axdHjx7lk08+wWq1cvv2bSwWCzt27MDLy4vhw4dLWSOVSkXPnj2ByqBk06ZN5OXlcf36dU6fPs28efNQqVSYzWbS09MpLy+XsgrZ2dlkZ2czadIkCgoKKCgoIDQ0FLPZzE8//USjRo1YsWIFvr6+tG3bFplMxvXr1wkJCSE2NhaZTCYFJWvWrCE+Ph6ozF6UlZXx2WefAZWZl/Hjx1OvXj0sFgsRERGMHj2a48ePk5+fz7Fjx5gyZQp16tQBYNeuXTVmuAIDA+nfv7/0Oi8vj+3btzNmzBg8PT1JTEzEarXi4eEhZSmqvPvuu9SrV89hmUql4oMPPpDKPGfOHKZOnSoFUC+//PLjLoWH2rFjh8M5B/j+++8f+ZmGDRsyceJE1q9fT1RUFOXl5RiNRnx9fYHKIGHu3Lnk5OTw+eef8/zzz9OsWTN+++03zGYzvr6+LF++nEWLFhEQEEBwcDB6vZ7vv/8es9lcbX9hYWE0bNgQqGy+On36dDp16kROTg7l5eWo1Wqp31h6ejonT57kvffeQ6lU8tprr1FeXs4PP/yAt7c3BQUFUjmrAtEqZrOZUaNGERkZyaJFi9i8eTNNmzZl7NixyGQy0tPTWbt2LU5OTvTq1YuAgACuX79Or169WLx4McOGDQOQzsvbb7/NzJkz8fPzY8mSJWi1WqZMmcLt27f56quvePnll0lISCApKYnevXtjs9koLCxk06ZNzJgxg7p160pl8/T0pE6dOtKyquu5rKyMuXPn4uXlRa1ataT1k5KSpIcVbdq0ccjmPmj//v288cYbNGnShN27d6PT6ejcuTMymUzKTF+5coXExESGDx9ORUUF3333HQMGDJAe7jzI29tbOldVcnJyyMrKkl5bLBaGDh3KU089BVQ+xMnOzpayolB5j4iMjKR3794oFAqGDh3KnDlz0Ol0ZGdnExoaSvPmzdm1axcmk4kbN25gNptrbKYrCIIgCILw3+qxAZ3FYmHTpk0OQYeTkxPr1q0DKpvGOTk5MX/+fJRKJSUlJYwfP56GDRsSHx/PqVOnSE1NZfPmzXz88ccOg07cvXuXLVu2EBISwsyZM7FarTg7OxMYGMjrr7/OpUuXaNeuHaGhoaxdu5YzZ84QFBTEBx98wG+//UZ2djaNGjWiW7dubNiwgU2bNjFixAjUarXUHLEqw+fh4UG7du3QarUkJydLWQWDwYDBYOD48ePodDqWL1/O/Pnzyc7OBuDatWscOnSIWrVqMWvWLKAyKzNlyhSaN29OUlISe/fuZdq0aQCsWLHCYQAMu90uZSTKy8sJDQ1FrVZLfbNUKpWUEbl//z5r165Fp9PRtGlTsrOzsVgsNGvWDIPBgIuLCz4+Pg7NCq1WK/fv32fXrl2oVCr27t1b4+AdcrlcysbFxcWRkpLC1atX6dSp07/dh0in0zFy5EgiIyPRarVMnjz5iT4XExPDxYsXuXnzJgB16tSRgoz69eszffp0ZsyYwejRo+nSpYuU4YLKwCk1NVXK5LzwwgsUFBRw5coVVCoVly9fJiUlhaFDhwJQt25dKfvo5ubGyJEjWbhwoRSI37p1i7y8PPLz8+nevTuFhYXodDrCw8O5d+8eU6dO5eOPP0atVhMaGurwPbp37879+/cJCgoCKgMJm82GxWLBarUyZMgQZDIZHh4euLq6olAopNcajQaz2YxWq6Vz587Url1byv59/fXXaLVafH19KS0tJSgoiDFjxrBp0yYSExMZN24c0dHRtG3blsOHD7Np0yaysrIYNmwYCxYsIDMzk+eff56wsDCgst/a3bt3pWP82Wef4eLiwoIFC1CpVFKT3fv376PX6zl8+DBTp0516Pf6R6dOnSItLY1z584RHR1Nbm4uzZs3l5pKl5WVcerUKQ4ePMjbb7+Np6cnbm5udO/enbVr19KxY0e6desGVAbHHh4e1K1bV7omHtSlSxeMRiPOzs60b99eWq7X67l06RJdunRxuJY9PT154403gMrfSXx8PH5+fnh4eBAWFsaJEyewWq0EBgZK2cxp06ZJ5+5hAawgCIIgCMJ/k8fWWJydnZk7d+5D379z5w6LFi1yWLZlyxY0Gg0FBQU1DpJQJTg4mC+++AKVSoWzszPnz5/HZDIxcOBAAGJjY/Hw8EChUDBs2DD69evH999/z4YNG0hPT2fq1KmsWLECV1dX5syZw9y5c2nVqhWRkZHVAp969erh5eXFiRMnUKlUzJgxAz8/PxQKBXPnzmX16tV06NCBkJAQxowZ4zAwBSBlZKAyyL148SKFhYVkZmZy584d4uLigMrM0oMDSVy6dInMzEy0Wi2dOnWib9++zJ8/n5EjR9K8eXOsVqsUaLm6utKxY0dyc3Mxm82YzWY2btwoVcgfxmg08s0336BQKMjMzJSCmJrk5+ezatUqXn31VTZu3IjRaJSynv8quVxOYGAgISEh0sAgT0KlUvHyyy/j6urKvn37HLIyKpWKrKwsysrKOHDgANHR0Xh7e0uDX1gslmr7MhgM3Lhxg7ffflsaBbKqj14Vq9XKrl27uH37NkOHDqW4uJj09HQuXbpERkYGt27d4vjx43h4eGCxWMjLy2P+/PlScBcXF0dJSQlQGaynpKQQGBiIxWKhV69eGI1GVqxYgUajwWg0Mn36dBISEjh58iRjx4516C+Wl5fHhQsXpAcVWq2Wffv2See7oKCAmJgYunbtioeHB3379mXu3Lno9XpcXFzYtm0b27Ztk77bW2+9JQ024+/vT2ZmJvXr12f+/PkAfPHFFwwfPlzKDru7u6PX6+nYsSMNGjRgx44dpKamsmTJElJSUpg2bZrU3PhhateuzYwZM1i1ahVt2rQhIyOD4cOHA5X94ebNmwfAs88+S1lZGadPnwYqr5kuXbpw8eJFTp06xZw5c1i5cqXUN7Ymubm5JCYm8s4770gDBplMJunhUlVgWJOEhAR27drF9OnTcXV1pVmzZty9exetVsuQIUNYu3Ytzz33HBaLhblz5xISEsLLL78sPXgRBEEQBEH4b/VEj6BzcnJqHNkPQKvVVls2fPhwwsPDiY+P5+TJkw/drkwmc6jA3bhxg5KSEocMSEhICFCZVVGpVDg5OeHi4sKHH37oECwGBAQwevRolEol8fHxUl+gqspv3bp1mTNnDjdu3KC0tJRhw4ZJWYQrV65w584d0tPTOXfuHHK5nN27d0vBQ0VFBVOnTpUG7IiNjSUjI0PKzsnlcr7//nu6detGVFSUQ/ljY2MZP348R48eJSsri6CgIJ5//nkWLlzIokWLpKwEVAYxYWFhODk5kZaWRvPmzdm3bx/Xr1+v1oTyQQqFgrZt2z42mCopKWHhwoXExMQwePBgYmNj+fDDD/9Uv7lHbbuwsFAaFONxLBYLer0ed3d3LBYLP//8M23btpUCHqPRSFpaGq6ursTGxnL06FG2b98OVAZlVdmTBzMyN2/edGhuee7cOWbOnAlUNmF9+eWX8fLyYvDgwSgUCrZv387JkydZsGABrVq1YvHixdy8eZOXXnpJChhOnz5NdHQ0iYmJADRp0kTavt1up6CggCZNmtCgQQPMZrPUz7JJkyZ8/vnnODs707FjR2bOnMnVq1dxdnbGycmJ4uJi5s+fT2ZmJs899xwvvvgiWq2WlJQUJk+ejFKpZOzYsdSuXVv6jhaLhZSUFCkbGxcXR/PmzfH29mbZsmXY7XZcXV2ldS0WCwqFQlrm5OSEWq2WXttsNtzd3enRo4c0UFBAQACvvPIK69evd3go8mAgarVa0ev1mEwmwsLCCA0NJSsri3nz5tGqVSupn62vry+zZs3iq6++4ty5c+Tl5REUFERxcTFOTk7IZDK6du1K586d8fT05M0336S8vJzz58/Tvn17UlNT+fbbb/nqq6+kYy6Xy6Xt2+2tuLztAAAgAElEQVR2jh8/zrlz51i+fLn0vWq6Nr/++msmTZok9QNUqVTSg6P4+HjKy8sZMGAAixYtYtiwYfz222/cuHGD1q1bP8HVLAiCIAiC8Nd5ooBOJpM9co6pPzpy5AiXL1926PNSk6q+NVWq+jNVLZPL5YSGhjpU1GQyGS+++GKNw5Q3b94cqBxA5LXXXqNLly4sXryYhg0bEh0djVqt5vz58/j5+VFYWCg1kbtw4YKU1WvTpg0nT57klVdekfoz7d692yFw6NmzJ1lZWSxevJiXXnqJgoICGjVqhM1mY+jQoQ8dabFK586dKSwspKSkBJPJJAViJpOJjIwMcnJypHUHDRr02CBJLpfj4uIiBbsPc/bsWWrVqiWNelirVi1Gjx5NRkaGw3pVc/49aVNMq9XKvn37+P333wF4/vnnazwGVQOn3Lx5kxMnTlBYWMikSZPYuHEjQUFBxMfH06xZM9q0aUNycjLBwcFoNBqaNm2Ks7MzoaGhFBUVceXKFUaMGEF8fLzD4BmJiYkO8xWGhYVJ0zy4uLhI19Hdu3fZsWMHVqtVGmxDp9Nx9OhROnbsyPHjx6UsZ5s2bQgPD2fr1q0UFxfz+++/c+/ePRo0aIDdbic/P5+bN29it9urTcVQRaPR8Nprr5GcnExMTAxOTk54enoya9YsUlNTpevdz8+PLl26sGDBAgIDA/Hy8nrolBlVx7ymgUrKy8tZtmwZBQUF3Llzh4ULFwKVfeLWrFnjkHV66623HH5LHh4ePP300/z0008O5+3ixYuEh4ej1+tJSEjg66+/JjExkZdeegmAjh07smzZMuk3VaXqocuUKVM4cOAAvXv3JjExEU9PT9RqNTdv3nQYpOXevXscPXqU/v37k5+fj06nY/PmzUBlRrFq0BObzUZcXBw7d+7ko48+crhHWK1WZDIZcrmczMxM5syZw6BBg2psOlpWVsaOHTt45ZVXsFqtmEwmIiIiuHv3rnRt2O12srOzcXNzk6ZdEARBEARB+G/xRAFdcHCwNDz8H925c4ekpCSHZR07diQ8PJzLly9z9uxZoOa5nlQqFa+99pr0euvWrRQVFTksezAwSEpKIikpiYqKikfOO6XT6cjMzMTb2xuVSkXt2rXZs2cPUVFRRERE0KFDB7755hs++eQTFAoFb7/9NgqFgpycHOLj49HpdPj7+0tNIf/YlyYxMZGvv/6aiRMnolAo2Lt3L3369GHp0qV89NFHDk3CkpOT2bRpE8nJydJgFDKZjIEDByKTydDpdFKfpuLiYn744QfKysqkAVGqmm/m5ubW+F1VKhWtWrXiwIEDQGVm5mHNXLt160b37t0dMnmdOnXCZrM5DGJy+vRp1q9fz7Jly56oH1GdOnXo2rWrQ2bywbnRquTn52MymdixYwdjx47lqaeeYsuWLRw4cIB169aRk5PDokWLCA8Pp3HjxlIzQCcnJ/bt20d4eDh5eXk0b96cvXv3EhAQwLZt23jrrbfIzc3l+vXrGAwG9u3bh7OzMwEBAVKQ/yCtVkuPHj0ICgpi1qxZWK1WNm7cSIsWLXj11Vd56623aNKkCVFRUSiVSum71KtXDxcXF2bNmsXo0aOpVasWFRUVdOnShYiICKAyKN+/fz8JCQkOcyw2a9aMpk2bcu3aNVxdXZHL5Xh6ejqUSyaT0bdvX06fPs2uXbuqBV+AFLgcOXJEyhB6e3sTGBgoBfNqtdrhN1SlqKiIwYMHOwx88qgHAFWqRqSsVasWderUYdasWQQFBfHdd98BlUHRV199RYsWLTh8+DDh4eGPnLvxUQ4dOkRiYiLXrl1DoVDg4eHBkCFDgMp7SNXxuHTpEkuWLKFLly6kpqaSlpZGQEAAzZo1Y9GiRTRo0IDu3buzdOlSaaqLuLg4nJycaNGihRSYLV++nPr16xMREYHNZsPFxYWLFy+SlJQkDY5y6NAh4uLiUKvVvPvuu9XOmyAIgiAIwl/psbX18vJytm3bVuPIgUCN2aPg4GBcXFwoKCiQhtP39PTk0qVL6PV6FAoFJpPJIQsAldMgVFRU8OOPPzosf+mll7hx4waff/45PXv2ZPHixTRr1gx/f3+io6MpLCzk3Llz2Gw26tevL010XpU5ad26NVevXuX06dN88MEHaDQajh49ysaNG+nfvz8//vgj9+/fx2q10qZNG5ydnTl16pTUVyopKYlnn30Wk8nE2rVrSUpKYty4cTRv3pzr168DlZXoyZMn88svv/CPf/yDCRMmAJUBl4uLCxqNxqFynp6eTm5uLsePH5cmnI6NjaV3796UlZWRn58PVPajys7OJi0trcagWKPRVOvjeO/ePa5duybNO1blj3N02Ww2Ll26hNlsxmAwSO97e3uj1Wq5f/++w+TmD/PHPnhFRUXcu3ePO3fuoFQqpTJ4e3szdepUnn76aWQyGcuWLSMvL48VK1bg5+eHn58frVq14syZMzz//PNSecrKyigpKaFNmzZcunSJDh06UFpait1uJzc3l5ycHD7++GNefvlloqOjWb16NdnZ2RgMBg4dOiQNRAKVgVVsbCy3bt3i+vXr+Pn5cfr0aW7dusXMmTPx9vZm8uTJrFy5ksmTJ1frv1i3bl1Gjx7Nr7/+SvPmzbl3755D0CuTyXBxcZEGsKk6Z0VFRWRkZPDrr79KgX3VYCLu7u7cv3+f+Ph4fv/9d7y9vXnxxReZMWMG7dq1k6a0uH//PlOmTGHNmjUkJSVJTQN//PFHGjZsSHZ2Nl5eXnh6euLv71/tPLm6uuLj41Pje38UFBTE+fPnsVgsGAwGMjMz8fDwwMPDA29vb6nZ640bNzh58iT16tVj3LhxXLt2jcWLF2M0Gnn66ac5ePAg2dnZHDhwgOTkZGQyGXl5eTg7O6NSqcjPz8fFxYWePXuya9cuSkpKWL58Od9//z0eHh5UVFSQkZEhPYTIysriqaeekn6rFRUVXLx4EYDGjRsTExNDREQEwcHB2Gw2goOD6dmzJ5cvXwYqm25HRkbi5eVFfn4+CoWCF198EblcjlwuZ8iQIaxfv546deoQGRmJzWbjxo0bjBs3jlOnTlFUVCQCOkEQBEEQ/qvIysvL7Y9aoWoY9z/OM1alrKyMtLQ0BgwYgEKh4PDhw8TExFBWVsaJEyfo0aMHYWFhnDx5koyMDKmCZbVapX5Jj9O4cWOuXLmCWq2mSZMm5ObmkpqaKgVhVc3sbDYbrVq1olatWty+fZsTJ04QExNDu3bt+PXXX6lVqxYNGjQAKvvV/P7773Tu3JmsrCy8vb3x9PREqVRy9uxZCgsLady4MQApKSkEBQURHR1NamoqAQEB0hP+rKwsrly5Qr9+/aTy3rlzBy8vLxQKBVqtltDQUPR6PRaLRZr768KFC6SlpVG/fn1atGiBUqmkoqICZ2dnh8Dt9u3bnD17FrvdTmxsrDSX3JUrV7h37x59+vSpdrzi4+NJTEykdevWREZGUlxczI4dOxzm+oLKzMvmzZsxGo3Uq1ePDh06oFQqSUhI4ODBg0ybNu2xzUdrUjWpvM1mo2XLljVmyYxGI3FxcbRr186hGVtJSQk6nU4auGPFihX06tULZ2dnfH19OXHihFQR79SpkzSgzr59+xg0aBBOTk4YjUby8vIoKiqiqKiI8vJyzGYzNpuNZ599Fg8PD/bv349Wq6V169bo9Xq8vLwcgrerV6/i7e1NnTp10Ol0LFu2jPfffx+lUonVaiU3N5cjR47g7OzM888/L40QeevWLYKDg/Hw8KC4uBiNRoNCoeDevXv89ttveHh40KFDBzQaDadPnyY1NZWuXbuiVCo5duwY7dq1o3bt2iiVSnJzc7l48SINGzYkJCSEAwcOoFQqqV+/PqGhofj6+mKz2SgqKiIrK4tz587x3HPPPbRP5JYtW+jWrVuNAd39+/c5deqU1KQxLy+Pc+fOSaPbRkZGEhMT4zAlwLFjx5DJZLi6utKyZUspAE9PTycjI4PY2FiuXbv22OtFJpPRrFkzjhw5Qps2bfDz86OkpITMzExyc3MxGAxYrVasVisKhULq+/af8scJ2G/fvs2pU6fw8fGhV69eT5TVFARBEARB+E9yc3OTKumPDeiE/33y8vJwc3OT5kITBEEQBEEQBOG/hwjoBEEQBEEQBEEQ/qYeDOj+vRmlBUEQBEEQBEEQhL+MCOgEQRAEQRAEQRD+pkRAJwiCIAiCIAiC8DclAjpBEARBEARBEIS/KRHQCYIgCIIgCIIg/E2JgE4QBEEQBEEQBOFvSgR0giAIgiAIgiAIf1MioBMEQRAEQRAEQfibUv7VBRAEQfifZj5z9q8uwr9N7h+AomH4X10MQRAEQRD+YrLy8nL7X10IQRCE/0ll0RF/dRH+bYoXR6H+eMZfXQxBEARBEP4Cbm5usqq/RYZOEIT/vWqHgdLpry7Fn1OkBV3hX10KQRAEQRD+SzxxQJeVlUVAQADOzs7/TwuQm5uLt7f3E29Xp9Oh0+moXbs2ADabjXv37lGrVi3k8n92CTSbzTg5/bmK2s2bN6lbty5qtRqr1YpWqyUwMPBPbeNxcnJy8PX1RaVSPXbdvLw8VCoV3t7ej11Xp9NRUlJCnTp1HrqOXq+nvLwcf39/aZnVaiUrK4vQ0FBkMlmNn7t37x7u7u54eno+sgx2u52srCy8vb3x8PB47LopKSkEBwfj7u7+yHWh8vs5Ozv/P7/+BEdZWVl4enri5uaGQqGocZ3s7Gzc3d3RaDSP3V5ZWRnl5eWP/B2VlpZSUVFBQECAtMxms5GTk0NwcLDD77pKeXk5RqMRHx8faZlWq8XJyanG6zQrKwsfHx/c3NwclruuX4/8gd/D34Fh2bdYvl1Ubbndbufu3buEhISgUCjQarWYzWaCg4Nr3E5ycjIhISFPdB7/rNzcXDw8PKTjfffuXXx9fVGr1Q/9TE5ODkqlEn9/f2w2W7Xzbjabyc3NdbjHZWVlERgYWO1+ajKZpGUWi4Xs7Gxq165d47X0R8XFxdjtdodr62GysrJQKpUPPcYAGRkZ1K5dG6Xyv+P5qdVqlc7Hk9x7/1U2mw2dTodSqfy39lNQUIDFYpGOcXZ2Ns7Ozvj6+lZbV6vVolarq/3OH8VqtZKRkUHdunWfqM6Qnp5OrVq1Hvs/XK/Xk5aWRpMmTR573dntdkpLS/8jv8X/Jnq9HqPR6FCnKS4uRi6X13jfzsjIwNvb+7F1j7+a3W7nwoULREZG/kfOYUlJCQaDAT8/v4f+XzYYDJSUlDy2zmq32ykuLkapVDqUNTU1lZCQkGr3aKPRSEZGBg0aNHjovh+nqKiIiooKatWqBVT+f1AoFA510SqFhYWoVKrH1iEfpNPpkMlkDp/Jy8vD09MTFxeXauunp6cTHBxc43t/Z0/8H2bNmjWMGzeOwMBALBYL+fn5/9yIUomPjw9KpZL09HTmzp2LwWCocTsjR47kueeeAypv+Dt27OC5554jODiYWbNmkZCQIK3r7OzMN998Q7169aRlubm5TJ8+nXXr1uHm5kZOTg7Lli3jk08+kW6whYWFzJ8/n/feew+z2czPP/9MRUVFtbLExsbStm1bioqKAPjwww/54IMPqF+/PnK5nG+//ZY5c+Y86SF6IuvXr+fll18mJCTksetu376dunXr0q9fv8eum5iYyNmzZ3nnnXceuk5cXBx6vZ5hw4ZJy8rLy1m8eDFfffXVQwO6DRs28PTTT9O9e/ca3y8oKOD69euYTCZ+/vln+vbtK/2wPDw8eOqpp6rdCGQyGVu3bqVp06Y1fj+73c65c+e4c+cOV65c4cqVK0yYMAE3Nzd0Op20XmRkJJGRkQCcPHmS+fPnYzabq22va9euTJ8+/aHHporJZKKiouLf/gdit9spKyur8aZkMBiw2Wy4uro+9PM2m42SkpIag3mz2YzBYPhTN7wHXbp0CaPRSNu2bau9t379egIDA7HZbIwZM6bGz69atYoePXrQvn37x+4rOTmZq1ev8vrrrz90nW3btuHs7MyIESOkZUajkU2bNjFp0iRcXFwwGAwkJSWRmZlJUlISJ06c4JlnnuHdd9/FaDTi6urK0aNHCQwMpGvXrkDlDT0pKQmALVu20KNHD6kS2OqxJa+uvLwcV1fXar+TR53rB9cpKSlBo9FUq9w96lz/GVarlY0bNzJhwgQUCgULFixAoVDwzDPPAODv7090dDRQWSmeOHEiH3zwAWFhYTVur0GDBtLfGzduZO/evdXWUalU/OMf/yAkJASbzYbJZMJisbBt2zbatm1LVFQUACtXrmTo0KFSpeDByvCZM2cIDw/n0KFD+Pj4EB4ezqpVq5g9e7bDMdFqtaxZs4ZZs2YBlcf0q6++4qOPPnKoGGi1WqZNm0a7du0YMmQIFy9eZNeuXfTs2VMKqhQKBa1ataoWtKWlpTF27Fhq1arF559//shAreqh1JYtW/j2228fev9csmQJc+bMwcXFhVWrVnH69GnpvXnz5lG/fv2H7uNfUVBQgFqtfmgQdeXKFWbNmkV4eDjz589/aKVm+vTpZGZmVlv+zDPP8Nprr0mv09PTSU9Pp7y8nLKyMoqLi0lJSeHatWvY7XaGDh3KuHHjSEhI4Pz5848tf1BQED169ODGjRsYjUbOnDmD2Wymc+fOQOX/MW9vb1q0aIFaraZJkyaoVCrKy8t58803mTp1Kt9++61DHQVgxIgRvPrqq9X2p9frmT17NosWLaqxgglw+/Zt7t69i91uZ926dQwZMkQKGkNCQmjUqFG1zxiNRt555x2+/PJLmjZtWu39oqIiEhISyMzM5OzZsxQUFLB48WLi4+Md1nv22WelSrbNZqOwsBBvb+9qDwgsFgsVFRU13ofsdjuFhYX4+vo+9DqtidFoRKfT4efn96c+l52djVarJTw8nFu3bpGZmUlCQgJnz56lT58+vPXWW5SWluLu7s7Zs2dRqVT06NEDqHz4c/v2bQCWLVtGv379qFu3LgA+Pj40a9bsictYXFyMu7t7jYF6aWkprq6u/3KQ8iCZTEZCQgJpaWm8+OKL/9I2srOz2bRpE++8806173H16lXS0tLQ6/UMHjzY4eFnlfT0dE6cOMH48eOrvVdcXMyNGzeka+3GjRtMmDCB3r17Y7PZUKvVzJ49m1mzZhEREYHNZiM5OZm8vDzu3bvHwYMHGT16tLS9+vXrO9TLa2IymUhKSqKiooIrV66g1Wqlc3zq1CkUCgXt27fHxcWFxo0b4+Ligl6vZ+zYsUyaNIktW7aQlpbmsM0hQ4YwduxYSkpKuHnzJpmZmcTHx5OQkMCoUaMYMmQIBoMBV1dXdu/eTbdu3aT/Y2lpadL97IcffmDgwIHS/5fAwECaNGnymDP0T1W/Jx8fnyd6SFiluLgYhULxH3tw88iAruqJr1arJS0tjZSUFLRaLW5ubowcOZKePXuiUCjIyMhg9uzZhISEYDabMZvNfPzxx0DlgWvbti2NGzfm/PnzlJaWApWV0vT0dLRaLZmZmahUKsxmMx999JF0o/zll1+wWq2YTCb2799PWloaVqsVT09PvvjiC7y8vMjNzcVisfDNN98gk8l45plniI6OZsCAAbz77rtMmTKF9u3bY7FYuHjxIqdPn2bixIkolUqCgoIoKipi/fr1QGWFbd++fXh6etKlSxcKCgrYuXMnABqN5qEBzaOO34EDB8jIyJCWXblyBZvN5nBCX3vtNdRqNcePH+fChQvS8oSEBBISErhx4wZWqxW5XE7btm3p1KkTO3bs4O7du9K6d+7cIScnhyVLlkjLFAoF48aNQ6lUUlFRweHDhxk/frxDcGswGDCbzej1elQqFSqVisTERGw2m7ROfn4+GRkZXLt2TVrm4uJCw4YNAbhx4wZHjhyhefPm9OjRA4PBgMFgoKysjIsXL7Jw4UIUCgU2m40rV65gMpmAymBsz549+Pr6Sj8KHx8fIiIisNvt5OTkYDQaKSkpYcOGDbi4uPDFF1/QokULnJycOHfuHGVlZVJAZ7FY6NixI506dXI4DxkZGaSkpEiv9Xo9x44dY9WqVbz99tt0794dq9XKpk2b+PXXX1GpVLi6ujJhwgRCQ0OpqKjg2LFjfP/997z55pvExsbyzTffkJWVJW0zPT2dWbNm0aZNGzZu3MipU6fQaDTodDrefPNNWrVqRWlpKYsXLyYvLw+ZTIanpydTpkxxeNJst9vZsmULcXFxeHl5odfreeWVV4iNjcVgMLBhwwZ+//13NBoNBoOBcePG1VhZeJSAgACWLVtGZGQkN2/e5OLFi1Ll4Pr16xQWFpKbm0u9evWkYCA5OZmjR48yceJErFYrdrud3377jbi4OKZNm4ZarcZisXDo0CFSU1OlfeXm5pKXl0dZWZm0zNPTk4EDB6LRaNBqtWzbto0lS5Y4XJdVT3L1ej1yuRyj0cjJkydxc3Pj8OHDbNiwgTp16pCens4vv/zC22+/jc1mw27/Z5fg69evc+LECaKjo+nWrRs2m42CggJycnJqDOjMZjMrVqxg69atzJkzh27dumEymfjll1+k+0JeXh6vv/463bp1kwKoms71gw4dOsSOHTvw8PCgpKSEwYMH89xzzz3yXP8ZmZmZXLp0iX79+mG1Wrl37x5xcXGoVCpiYmLIzs5m69atDBgwgKioKMxmM9u3b6dTp05cvXqVq1ev1rjd9957T/pbp9MxbNgwWrZs6bDO66+/jtVqBSoz+evXr6eiooLbt2+TkpIiPRi5fv06Op0OjUZDVFQUgwYNoqKigq1bt5KVlcWkSZOw2WzYbDYaNmxIrVq1+OCDD5g8eTJNmjQhPz+fU6dOodfrOXv2LOHh4dy5cwe9Xk9SUpIUILZq1Qo/Pz++/PJL4uPjOXPmDNu2baN3796sXLmSLl26EBYWxvr164mKipICOoPBwPnz5zly5AgLFizAbrezaNEi+vfvLwUOUBl8Ll682KECHxAQwOzZs4HKSkx2djbr1q2joKCA3NxcSkpKSExMJDo6Gq1Wy9y5c3FxceHjjz+u8eHTk9Dr9Wzfvp3169czc+ZMOnXqxJ07d1iyZAkKhYLCwkJatGjBuHHjpApr1f13w4YNLFq0iJMnT7J69WpGjRpVY0bL2dmZGTNm4OXlJS27cOEC2dnZ0mu73c6hQ4coLS0lLCwMHx8fQkND6dixI35+fg6tUby8vAgPf/ggPlu3biUqKoratWtjsVi4d+8eZWVlaLVaKUsAlQ9szWYzGRkZaDQaIiIiKCkpYfXq1fTv35+YmBgMBgMTJ06UgtXr169Lx1qn0zkEqnq9Hr1eT3JyMrm5udLy4OBg/Pz8gMogsqioiAYNGtC7d2/pM9euXSMoKEi6HvR6PTdv3sRoNALQuXNnfvrpJ8rKyqT/cZGRkXh5eWGxWLh79y7p6ek0atSIJUuWoNPpOHDgAL1790Ymk7F//37atm2LWq3m3LlzrFy5El9fX3Jzcxk8eDDPP/88FouFnTt3cvjwYZydnZHJZEyePJmIiAjpIWtcXBwajYY7d+4wceJEunTp4hA0fPnll+zZs4elS5fStGlTLBYL3377LTdv3pT+N7z77rvVWgAlJiby3XffkZyczOHDh5HJZJSVlbF06VJGjRpFaWkpp06dwsnJidu3b7N+/Xr8/f2xWCwsWLCAGTNmVLtvX7hwgRMnTtC+fXteeOEFoPIhxb179ygvL5cCukeVsaSkhIULF1JcXExFRQXt2rWTHkIkJSWxfPlyFAoFRqORiIgIJk2aJF2nOp2OpUuXOlwj6enpTJ8+Ha1Wy9GjR6XlBQUFuLu7s2bNGoYNG8Znn33Gs88++y89nPP29iY9PZ3Dhw/TokULfvy/7J15WJTl/v9fszCAbMO+iwKKqAgKue963E0z9/JUmp00LbOy1Dy5lWmW5pZp5paZHTVFzdRURAUhFDdkEwVRRPZtgBlm+f3BNfeXcUDrnO/v6pzzndd1dV35MMszz/Pc9/1Z3p/PvWOHcM6zs7N59OgR7u7ufP/998yZM0e8b9euXQwfPhyDwYBer6empoYNGzbw4osvioBUWVkZV69eRSqV4ujoKNajffv2odPpmDx5MlqtVnymVqvl0KFDNG/eHIVCwbPPPkthYSFQb+/l5eU91aEzrkUVFRU8evSIkpISMYYLCwuRy+VkZ2djZ2dHUFAQNTU17Nixg6FDhxIVFcXu3buZOXOmmHszMzOFXVpaWioCYxkZGezduxelUklGRgYxMTFMnz5drEtGYmJiuHfvHm3btmXkyJFotVoKCwtJS0ujWbNmv8uhU6vVfPfdd1y6dAl7e3tKS0uZNWsWUVFR4jXl5eW8/fbbVFRUsH//fqA+yLhmzRpqa2upqamhefPmvPfeeybBBI1Gw4ULF9iyZQvDhw9nypQpTz2fx3mqQ5eens6RI0eoq6sjISGB1NRUpk2bhkwmY+7cuVhbWwvnzUhpaSnbtm0D6gd8cXExcXFxFBYWMmLECABqamrYuXMnmZmZlJSUMHToUKDeeTBmLlQqFQBWVlb07t1bLAZDhgwRBrFxEJaVlXHz5k1atmyJRCKha9eu+Pn5oVQqcXBwoKqqioMHD/LMM89gZ2dHWFiYyQSbn5+PTqfDzs4ODw8PamtradWqFc2bNyczM5O4uLg/7NBJJBI6duxosvjfu3eP3r17m6TFGxoj+fn5eHh4EBERwdatW/Hz82Po0KHs27eP4OBgYVD16tVLOEYAly9f5vLlyzz//PMm3298YKKjo6mtrUWr1fLmm2+K1xjlN3PmzKF379688MILnDlzRgzu9PR0MjIyuHHjBg8fPhQLv6urq3DooH6wFReb1vXU1dWZRH8NBgMZGRnivhoMBjp27MitW7fQ6/WcPn2aZ599ltatWyOVSunZsydFRUUkJiaKBdTV1ZVhw4aJiGzDawD1z4xx4jFSWlpqck7fffcd8fHxJi5E0NQAACAASURBVAM4KyuLXbt2sXTpUtq0acP27ds5duwYr732Gt9//z0XLlwQr3dwcGD27NliwlCpVLzzzjt4eHhQXFxMUlISS5YswdHRkUOHDrF9+3bCw8M5c+YMOp2OxYsXYzAYWLVqFadPnxaLFtRHJ/fv389HH31EixYtOHfuHLt27aJr167cunWL/fv3s2XLFpRKJadOneLYsWN/2KHz8fEhPDycXbt24eXlRfv27UUUq66uDnd3d3r27CnGoV6v5+LFi3h4eJgYAc888wznzp3j+PHjPPfcc8hkMrp06UJERIR4zfXr10lNTTV5LmUyGc2aNUOv1xMdHY2Xlxc1NTXMmzdPZPZ1Oh2PHj3izp07dO3alcmTJzNq1CiKiorYs2cPFRUV3LlzxyTw0BjGKGPD866urmZaI6/NyckhPT3dxLgtLi7mzJkzLF26FEdHR+Lj4zl48CCdO3emurq6yXttHNMajYbvvvuON998k9DQUBISEli7di19+vQRzuzixYvN7vUfQalUkpiYSOfOnQE4e/YsTk5OFBYW4ujoSElJCR4eHjz//PNIJBJOnjxJbm6uSSClIXZ2do1mMpydnZ8o5/H19eWdd95Br9fz008/ER4eLp6rrVu3MmjQICHttrKy4vDhwxgMBubNm4ednR3+/v7k5eXxySefoNVqGTNmDPPnz2fdunWkpqZy4cIFoqKiOHz4ML169eKXX36hefPmZGVlodPpSEhIoH379jg4OGBvb096ejq+vr6sWLGCe/fuodVqKSoqYujQoQwcOFAYO1lZWWzevBmVSsUbb7whjNZXX32Vr7/+miNHjjBt2jRatWqFwWCgS5cuvPHGG41eg9LSUtauXQvUz/WxsbEUFRURExMjnvMWLVoglUqxsrKirKzsD9zpenQ6He+//z6Ojo4mWf79+/fTtm1bxo8fT25uLsuWLWPYsGHC8Dp8+DA//PADS5cupVWrVgQEBLBp0yY++OAD3n33XQICAky+x8rKCnd3d5MsplKpNHHojAwYMEBkfx9Ho9EglUoJCAggICDAbM6WyWTIZDLi4uKIiIigY8eOAISEhGBjY0NkZCQ3btwQc4irqysajYbc3FzGjx+PTCZjyZIldOnShaioKKG4cXZ2FmO5YdaqoKBAGOUGg4EbN25QXFzMunXriIiIENe0X79+wqEzGAykpKSYZSxLS0vx8vIS/1ar1WRkZIgAlvH63bp1C5VKRWxsLGvXrkWpVOLo6MigQYOoq6ujqqqKsrIyamtr8fPzY9iwYQAi2FJdXc1XX33F+PHj6du3Lzk5Oaxdu5YhQ4bw4MED9u/fz8KFC2nevDmbN2/m8OHDvPXWW2RnZ3P48GFWrFiBq6srV69e5YcffiAiIkI4HTdu3CAtLQ0nJyfhWOXl5ZGVlcWHH36Ira0tq1atYv/+/bz99tvit16+fJl169aZZfhzcnIwGAy0bt2a6upqnn32WR4+fMiVK1eEvP5pCqX79+9z+vRpk2PV1dUmAYHHz/Gzzz4T5/jjjz9SU1PDhx9+SGlpKZ9++il9+/YlICCAdevW0alTJyZOnIhKpWLlypXCqQawt7cXgUuoX9/nzp2Ll5cXnTt3FnagVqtlxYoVhISEiKyLUqmksLDwn3LobG1t+fvf/84XX3yBj48PDx48EEG11NRUzpw5wxtvvGHiBDx8+JCUlBTGjBkjjhnHzLp161i2bBlyuRxXV1eGDBnC3bt3yc3N5eHDhyZKp6aIiYkxy2CWlpaaqDeMVFZWYjAYRLLC1taW0NBQpFIpXbt25cqVK2IMu7u7o1KpKCgoEGN4/vz5dOjQgR49elBUVAQg7HeoV9wYg74uLi6MGjWKzMxM4uPjKSkpEcmipjAYDKSlpfHw4UOT42VlZWZB2KZIT08nISGBxYsX4+DgwM8//8yOHTsIDQ3Fzs4Og8HAtm3b0Ov1JiovowP9/vvvU15ezvLly8nKyqJ169bi3Hbt2sXZs2dFNvqf4YkOnVQqZeDAgSQnJ9OjRw/GjRvH7NmzhZRDLpcjk8nM0sMuLi689957AGzYsIE+ffoQFhbG+fPnxWscHR1ZtmwZGzduZNiwYXh7e3PmzBn0er1wJqysrJBKpUgkEuRyObNmzSIoKAi5XE55eTkLFtR3eHN2dsbGxoabN2/y7LPPUl1dzYMHD8Rn6PV64uPjuX79Or6+vmzfvp1XX31VLEDGiNHs2bMBaNasGb/88gt9+vRh37599O3bt8nF6klotVqcnJxMbmyzZs1wd3c3kfLodDpkMhn29vYEBASwZcsWunXrRrNmzbC3t0cmkxEfH8/IkSPFAuXu7k5+fr6IBOp0OnQ6ncm1M06aGRkZHD58GAcHBwIDA1myZAlQ7/BVVlayevVqFi1ahIODAzKZTFyHiooKvvrqK7y8vFCr1QQHBzNhwoRGpReDBw82c3jLy8vZsmWL+LdMJmtSjhAfH8/t27cZN24cgMjyVlRUUFZWxpIlS/D09GxUamBELpdjMBjENWl4H4y1dwaDgcDAQF5++WURdIB6w984YRuf+2+++Qa9Xk+LFi144YUX2LVrF4CJ3t9gMHDo0CFCQ0Np0aIFVVVVzJ49W2jFPTw80Ol0IvMQFRWFq6urcHYfP1cbGxsWLFhAu3btkEqluLi4CAPI09OT1atXiwHv7OxsZhz9HqRSKSNHjqSuro4TJ05QXl7OokWLkMvljB07VgQ/Bg4ciIuLi5DUGrMQRqytrZk3bx5LliwhMjKSgIAA3NzcTIwerVZr8lwan3+A27dvc/LkSZRKJSEhIcyfP188WzU1NXz77bdMmzYNpVJJdnY269evp6qqCoPBwBdffIGVlRVvvfXWE3/r0KFDzaLRWVlZkJxg8jqNRsPWrVsZMmQI33zzjTju6OjIG2+8IWp2vb29xe9RKBRN3msjdXV1vPPOO0IWZpQ81dXVYWtry8KFCxu9138Eo6LAqCaYNGkSlZWVSCQS1q1bR/fu3Vm+fLlYaG/evMmwYcNYunQp7733HhcvXqR9+/a4urqi1+uJiYkxidYaWbduHdu3b2/yPAwGA6dPnxbKgbNnzxITE4OVlRUKhYLTp09jMBiYOXMmUC/dq66uprCwkPPnz3P69Gny8vJ49tlnGTx4MHK5nE6dOuHu7s6tW7cICwvjpZde4ocffiApKQmA999/HysrKzQaDQUFBUgkEkpKSoQB26pVK06cOEFiYiKffvopd+7cYceOHXTu3JmCggLc3Nz44osv6NKlC+fPn2ft2rWUlZWh1Wpxc3PD3t4ed3d31qxZw8KFC/Hy8sLPz481a9ZQWlpKXV0dJSUlwtE1ygUBIiMjiYyMJDs7m9dee41169bRtWtXYSB17tyZDRs2MHbsWJ599tnffb/1ej2BgYFMmzZNXEuAoKAgIiIisLe3x9vbGzs7O1FTtmnTJkpLS/nkk0/w9/dn7dq1TJ48mRkzZvD999+zdOlSJk+ebDKH5+bm8u6775pI+yorK+nZs6fZfV+5cuUT61FGjRrFmDFjKC8v529/+xu2trZIJBKKiop47bXXRKC3IQ8ePGDNmjUEBQWZBDkyMzMJDQ0lMzOTX3/9lcGDB/Pyyy/j6+vL7Nmz+etf/4qvry/Hjh0TUruysjJ69eoF1EuJjY5JcXExmzZtoqioiH79+tGxY8dGpehyuZxx48aZyf1iY2NN1AfOzs4mJQ1GjEGOwYMHi4DB9evX+eabb8jLy0Mmk3Hz5k0R2H4crVbL8OHD6d27N3Z2dvj5+Ym5Ji8vj9atW4tA2uuvv87ixYupra3l7t279OvXD6VSiUqlokOHDkRFRYmsR0VFBUuXLmXSpEkcOXJEfJ9Go2H8+PF4eHgglUoJCgoiOTnZ5JyMktKqqiouXLggjqenp4vgZ2ZmJlu3bqW8vJy8vDxWrlyJq6srS5cubfR3GunVqxejRo0yOZaZmWlyDo2d45UrVzAYDBw9epSZM2fi4eGBq6srbdq0ITExUVw3Y+2+XC4X6ggjj6/vR44coVWrVgQFBaFQKIQNlpGRQWlpKZMmTRLv9fHxITc3VxjqfxQPDw/ee+89Kisr0Wg07Ny5k9u3b9OpUyfUajWlpaXk5ubi7e1NbW2tcE4byqslEgl9+/YlPj6eAwcOMHbsWC5dusTBgwcpLCxErVazevVqgoODxbrWFO+++65Z34JLly41Gkg9duwYWq2WF198URzLz89n2bJlhIWFCfk91N/LgIAAcnJyiI6OZvTo0UyePJmAgABmzZrFpEmT8PLy4vjx42IMV1RUiKDl5cuX2bdvHyUlJRQVFbFy5Uq8vLxMyjYeRyaTMWrUKLOAaWJioonayliv2BCpVIqzszPXrl2jb9++WFtbo1KpGDZsGKNGjRJzX0pKComJibzxxhvs3btXvN/b25vevXvj6OiIlZUVbm5u5Ofnmzh0rq6ubNy4kQMHDjT5G57GU2voVCoVcXFxjBw5kqKiIlQq1RP1n/b29oSGhhIdHQ3U61alUil3796lurpa3JCGXL9+HZVKxdChQ00mx549e5oYYlZWVixcuBBHR0dxsa5evUqLFi1M0r9lZWWcO3eOn3/+maVLl5KZmcmlS5fo168fjo6OPP/886xatYpPPvkEPz8/nJ2dTaJB3bp1IywsDB8fH9LT0+nYsSOdOnV62qUy486dO2YGUFpaGiUlJSaFpz169GDo0KGkpKRgbW0topX5+flIpVK+//57XF1dKS4uprS0lLCwMCQSCefPnyc6OppOnTqJjOXRo0dJTk7Gy8uL5cuXA/UyoX79+pGUlIS1tTW//fYbwcHBtGvXDjs7O2xsbMyaykD9wG3dujVpaWl07NiRCxcu0KFDh0ZT0xkZGWbFtA0nySdRWFjIwYMHmT59ushsWFlZsX79ejZu3EhiYiLvvvsunp6ewqlqiLHI18fHh759+5rIN6B+kVUqlRQXF6NUKhkwYICZU5qdnU14eLi4Bk5OTpSVlSGVSunfv3+T9QN5eXkcPXqUZcuWoVAocHFxwcXFhejoaPLz88nOzmbq1KnY2NjQtm1bysrKiI6O5vbt29jY2Jgt4MaIbkJCAmlpaWRlZQntuq+vL97e3ly4cIFbt25x7949k+zeH8FoUBm/87nnnkMikeDp6UlqaipJSUnCMVixYgXPPPNMo7UZd+/epWvXrmzbto0PP/wQhULBL7/8wsWLFwkPD0culyOVSjly5Aipqam0a9dOGKHHjx8nIiKC7Oxs5HI5Z86coVu3bgQFBVFdXY2Dg4MoXFYqlaxbt469e/eybds2xo8fT79+/Uxkx42RmZmJQqEwuX/5+fk0nNKNi7ZaraZ3794mjr6dnR1t27bl/PnzpKenk56ezvPPP4+TkxMymazJe93w/REREVy6dInMzEwyMzOZMWOGmEOdnZ0bvdd/lL59+9KtWzc2bNhAXV0du3fvxtvbm+XLlyOTyfjll19E1m3u3LlkZGTg7u5O//79kUqlXLlyhYCAACIjI0lJSWn0O6ZPn06XLl1MjjV8/oxGldFhP3HiBHK5XDgJ9+/fZ9u2bcycORODwcDmzZvJy8sT0jmJREJwcDD379/n66+/xs7OjlmzZonPN8rzjRnHQYMGcf78efr27SvuozH49/zzz2Nvb8+FCxdQq9VMnDgRe3t72rZti52dHY8ePeLevXt4e3uzYsUK7O3tRTDp119/5dGjR7zwwgtIJBIUCgVlZWU4OzsjkUjw9/fn1q1bODg4kJ+fz4IFC0SQzNra2iyLWVpayvbt24mKihLPOYC/vz+jR49u1IF4ElZWVsyZM8fM6W5oAN+6dQuJREJISAipqam0bt2awYMH4+bmhlqtFo1GbGxsmDp1KpGRkaSmppp8nq+vLy+88IJJhi4+Pt6krsVYN/nBBx+YZfga0nBMREREMH36dKysrNizZ0+jr9dqtcKQ02g0jBw5kr1791JbW8vVq1cpLCzE39+fO3fuoFaradGiBVu3bsXf358WLVrQuXNnM8mVRCKhoKBABAW1Wi1r166lZ8+epKSk0L17d44cOUKnTp3MjFidTseNGzeEusSIMQv8NGJjY4mJiRH1nwBRUVEEBQWxfPly1Go1H330EXq9nps3b5q939HR0WSsnT17loCAAKysrCgpKTGpw3RxcUGn06FWq7l//z4PHz7ko48+EmUtL7zwAp07d0av13P06FFCQkLo27eviUMXHBwssjBFRUUkJSWJ8WGka9euSKVSk5pQqF8TjBK0Dh06sHbtWqKjo9m8eTPjxo0TtZBPIisri7i4OJNjeXl5JhLlx8/xt99+Y9y4cWZZQJlMhpeXF2lpaVhZWTFr1ix27dpFZmYmKpUKa2vrJuV2+fn5HDt2jEWLFpk1wYmNjWXgwIEmAXsPDw+TEpt/BgcHByorK7GxsRHJEBcXFy5dukRqaqoIHP70008UFhYyaNAgs88oLS1l8uTJbNy4kY4dOzJw4EB69erFm2++iUajYf78+fj7+3PgwAGzcdKQuLg4s7GQnp7eaM3o4xgTFQqFgpKSEkaOHMkPP/xATU0NycnJotHinTt3qKmpISQkhB07duDh4UHbtm0pLy83C3BaWVnx8OFD+vTpQ7du3di6dSvR0dG8+uqrdOzY0azmriF6vV6owRqSkZFhYtscP36cK1eumLzG2dmZV199Vcw3cXFxKBQKpFIp06dPJyQkBK1Wy+HDh5k2bZrZnNCwT0ROTg6lpaUmSiapVMro0aOfek2fxlMdutzcXFQqFYGBgRw7dox27do12anM+GD89a9/Fcfu3r1Ljx49TDJchYWFuLi4cOPGDVJTUzl58iSRkZGcP38eiUQiHgSjEXbq1CmgfmL/29/+JiQ7jU0MEokEHx8fXn31VRITEzlx4gS//fYbmzdv5tSpU9TU1NCrVy9+++03duzYwbx58/Dx8TGRIUL9wpyeno6VlZVICf9RgoODRVajqKiI119/nZYtW3L79m1WrVol5KEymQydTsfq1auBesNk7dq1IiXu7u6OnZ0dX3zxBVDfoEYmkzF27FgePXqEq6srEydORCKRUFhYyPXr102K1o2OsjGq7ePjw7Zt24QR0hgPHz5k586drF69mrS0NOzs7HjllVdYt24dn3zyiVkzAaVSKeQpRsrLy59aSF1cXMzcuXMZOnSoiYQT6ifT+Ph4qqqq+Oqrr8ykvUYqKyuZMGGC0JAbr2fDzJyRPXv2NJrlq6mpMakVMdb81dXVPbE7XVxcHB06dDCJPkF9wXtWVha3b982kQIYI/ppaWkoFIpGmwcZO57l5OSQmpoqIsvGv5WXl3P79m2ys7NNAiB/hNzcXGbMmMGECRMoLi4W0ewPP/yQ5ORkPD09cXd3FxKx559/3mwMFBQU8Prrr7N8+XITo3T69OkYDAZCQkJEg5KysjL+/ve/m2Rohw8fTmlpKVu3bhUZ6jVr1vDJJ5+YXXOJREJFRYV4hn/66Sd8fX2f2FjG2PXq8UYHjzdIys/P5+jRoyxdurTJxibl5eVkZ2dz7do1s2YwTd3rhlRVVZGbm8vNmzdp06aNcD6edK//CNbW1tTW1qJSqbh06RISiYT8/Hzxn7HerG/fvib1asOGDcNgMCCVSkUGTafTcezYMWbPns1zzz0nvsPGxuap17vhQp+ZmSmajwCie6rxtTNmzKC8vJw5c+awfv16k3teUlLCvn37TD7/1KlTnD17FqiPHIeFhTF79mz8/Pxo0aKFGPt2dnZ06dKFPn36CCMsOjoaiUSCRCJBo9Hw0UcfCef07t27nDt3TnxPVlaWkHgbiYyMFPe9qqqK9evX8/nnn4sx0ZiErLCwkOPHj/PgwQN69+6NQqFg48aNREZGIpVKqaiooLi4WDikf4QnzatlZWVs2LCBt99+GwcHBzp37txoILUh4eHhZtkniURCs2bNTO65jY2NyXfrdDoqKipo1aoVV65c4e7duyZ/NxgMhIWFmQRErayscHBwQKFQNNm1uKCggEOHDrFs2TKOHj2KSqUSGeT8/Hz8/Pxo06aNaEqwa9cuDhw4wOuvvy7sEGNwrrq6msTERHr16iUUEXq9nrNnz1JYWEi3bt3Yvn07vr6++Pr68uWXXzJnzhwTA96YQX98jfs9jalSU1NF47aGc5FUKiU7O5ucnBxsbGzYs2ePSbanKRISEti6dSufffYZVlZW1NTUmNVASqVSUTOclJTE9u3bcXd358CBA+zcuZNWrVqh1WqJiYlhzRrzjrlG9Ho9e/bsISgoSMzlDb+jMcrKysQzY7TnDh8+jFwu5+DBgzg6Oj41QN6YPVFTU2PW6KbhOQYGBtKvXz8KCwsxGAwmz5aNjY2Q4t69e1dITIuLi6msrEStVjf6LCYkJNCmTRvCwsJMjldVVREbG8vHH39sclwmk/3TdbHG37Ju3To6duyIWq3m9OnTNG/enIKCAsrKykhJSaFz585IJBIcHR1ZvXq1id0C9YGKPXv2CCekWbNmSKVSkpOTKSgoQC6Xs2zZMmFvNoVEIsHNzc3suhjVb1B/T2JjYykrKyMpKYnExEQRiBkwYAA//fQTy5cv5+TJk5SXl+Pi4iLGsKurKyEhISI4um/fPvbs2cMrr7wibDnjM6bVajl//jzdu3entrYWqVRKWVkZ8fHxIjDUVEOjhr/H2dnZ7LnKz883SQJMnDixSSXZvXv3gPpmPcb5fM2aNaxZs4bU1FRUKhW9evVqVJYO9VnGZcuW8cILL5glxoz2wL/CUx06V1dX+vfvz6pVq7h58yYrVqxo8rUqlUpkzmpqarh06RI6nY7ffvuN8PBwsej5+vrSr18/jh07Rl1dHZ9//jleXl4EBwczduxYVq9ezUsvvYS1tbXJYqJQKPj6669xdHTk+++//10/MCIigilTppg99DNnziQtLQ2VSsXWrVvR6XScPn2ayMhIHB0dGTduHNnZ2WIQ/dE6Jaif8GxsbERjhWXLlvHLL78wYcIEduzYwTvvvGMSzTVmnx49esTmzZvFRG1ra8v06dPNOi9KJBJGjRrF4sWLadmyJW3atOG7776jf//+JlpzT09PE2mf0Xnev3+/SW2TkatXr7J9+3Zef/110UJcr9cTEhLCkCFD2LBhA6+99pqoHfD19aVFixbk5+dTVFQkJD82NjaNZsOg3hCIj4/n559/5vnnnxdF4EZqamo4dOgQ77zzDj/88AO9evUySWE3xMHBgcOHD5Ofn8+hQ4d47bXXSE5OZvfu3Sxbtkzciyd1fgsICDCJyqhUKmxsbJ7YZr22tlY02Wl43gAvv/wyBoOBxMREvvzyS8LDw0VL/ZdffpkXX3yRr776ivXr17NixQoxcdXU1KDVahk0aBCDBg3i6tWrfPLJJ3Tt2hW5XI5EImH48OEMHz6cS5cusX37drp06fKHAg7GFsuTJk0S0s82bdoglUpxdXWloKBAFOTa2tqaFGADQg68detWZsyYQbdu3UzunVGyumbNGpRKJd7e3mzfvp0+ffqY1BYEBgaaXPORI0eSmprK8ePHzTqflpWVsWXLFgYMGMD169d5/fXX2b17d5MZLb1ej5+fHwEBARQVFYl6Mjc3N7OJ/+LFiygUCtLS0khLS6OmpobLly/Tpk0b3Nzc0Gq1jBgxghEjRpCdnc3ixYuJjIwUC0Nj99r4HRqNhtraWgYOHMjAgQPJzMzkrbfe4plnnhHNHxq713+ky6qx4dO2bdtwcHDA398flUqFra0tLi4uoqYnKioKX19fvv32W06dOkVBQQHDhg1j3759REREEB4ejkQi4bvvvuOFF14QsnCdTkd1dTUHDhwwkVb9Uaqrq03mYWMjGZVKxc6dO00MxJqaGsrLy03eP2nSJF577TV++OEHoF4N8tJLL7F9+3bRXKHhZwQFBQmDZ//+/QwbNgwHBwczA9bNzY2QkBAR1NFqtZSWltKhQwchXW0okb9//z4uLi4olUrKyspEAxWoNxyfe+45/Pz8uHLlCnq9nvbt2zN+/Hjs7e15+PChqJ368ssvadmy5b/c3bQhOTk5LF68mNGjR5tEgP8ZMjIy2LRpk4lBZ5T3GdFqtUilUhQKBUlJSTg7O5uMr5s3b2IwGEwM+Pv37/PTTz8hk8lISUlpNMDm7e3Nxx9/zOXLl0lNTSUrK4tBgwZx//59VCoVcrlc1NJD/Rr3wgsvoNfrycnJMXHGa2tr0el01NTUkJubi6+vL6dOnSI2Npa///3vosmTTqdj3LhxbN26lS1btvDqq69iY2NDXV2dqPU21u42b94cOzs7QkJCmlxTKisrOX78OMnJybz//vuEhoaa/D03N5eTJ08yePBg4H8cvCdx48YNdu/ezYIFC8Tnubu7m0kRjQ6Nj48PnTt3Fvdk9OjRHDx4kKqqKk6dOoWDgwMXL15Eo9FQWVnJpUuX8PLywtPTk5qaGnbt2sWjR4945513nnheDTEGq6A+qLFy5UqGDh1KQkICc+bM4cCBA006dDqdjtatW6NWqykpKaGgoACFQoGPjw9ubm5m2e/GzlGpVKJQKCgqKhIN1goKCmjfvj25ubns2rWL5cuX07FjR7RaLRs3bmTHjh1mQf26ujrOnTvH3/72N5Pjer2ezZs3Ex4eblI/CfWB+6c1C3kSKpVK9Abw9/fH3t6eYcOGcebMGVxdXampqcHd3R2pVMrw4cNN3uvi4kJoaCinTp2irKyM6dOnC/vl9u3bnDlzho8++ogTJ04QHh7Ojh07ntjFt2/fvqSkpNCsWTNu3rxJeHg4tra2tG7dWvxuvV5PdXU1lZWVaLVaIiIiRFDTxcWFJUuWcOPGDW7cuEFERASDBg3i4cOHlJeXo1Ao6Nevn8je29vbi27Yxq65RoylG7W1teTk5CCXy/nyyy8ZNWoUx48fZ8qUKRw6dEjUnj6OVqslPDyclJQUysvLycnJwkrvFQAAIABJREFUwdPTE6VSSWBgoEnw5kmSy8DAQPz8/MQ5P/fccyQkJPDw4UNWrlxJeHg4sbGxFBQUUFhYyNmzZ4VP8ejRI1auXEnfvn3/cD+O38tTHTp3d3fmzp3LV199ZZbyfhwHBwdR07J//34cHBwoLS2lVatW7N+/X0RTJRIJUqmUd955R0TnS0tLSUhIYNy4cUilUt5++20kEglTp04VsjSjtMPYnej3RDb9/PwaXTBsbGzEgtepUyd0Oh0XL16kU6dOaLVa/Pz8+P777/nrX/9KfHw87du3F8aCMWvze9r4arVaduzYQV1dHWFhYfzyyy+0aNGCQYMGsW7dOhYtWmQiRykoKGDJkiVMnjyZy5cv4+/vj5WVFUuXLmXRokVmjqm/vz/Lli1j+fLlFBUV8Ze//OWpqVupVMrEiRNFS/eGZGVlsWbNGubMmcPq1av5+uuvheRi165dBAUF0aJFC95//32++OILDAYDe/fupW3btiL7+dlnn/H111/j4uIi2uAaM7R6vZ7Y2Fji4+PJzMxk/vz5BAcHNyqBVCqVooHAkCFDTAIGDTFGklNTU8WeedbW1mRlZYlJOigoSNR1NkbLli3ZvXs3eXl5+Pj4cOvWrSdKiKC+85mxq5uRy5cvk5KSwquvviqkHlqtltraWtasWUPPnj0ZNmwYcrkcNzc3kpKSRPbJ0dGRhIQEoqOj+fTTT1EoFDg6OgpZ06lTp0hLS2PhwoUi2lRZWSmey4Z7bz0JjUbDjRs3mDVrFj/++CO2traiU5harcbPz4/w8HBOnz5N7969zVo+R0ZGsmjRIoKDg4VU83GM13vx4sWoVCpGjx7NyJEjnzhmZDIZL730kkkE0EhMTAz29vYiqxIcHMyCBQvMGvEYSUtLY9u2bXTr1g0bGxtatmwpIv56vR7dwv95FlxcXGjVqpWQOtXW1nL//n3Ky8spKyvj2LFj4tnx9vamuroajUbzxHtdXV2NtbW1kF0vWLAAJycnlEolMpkMlUpFYmIihw4dYuXKlWb3GurHSkpKCv7+/mbjviG3bt1ix44dLFiwQETTq6qquHLlCqNGjcLW1pZ79+6JTJkxMtixY0fat2+PUqlk7969uLq60r17d5ydnWnRooWYl7RaLeXl5SxcuNDM0WyY2WqKsrIybt26xenTpxtt0W/szPa4Q/ckKZCR7t27Y2dnh1QqFZ2AH0en05Gent7kYu/r68u9e/e4dOkSixYtoq6ujry8PPr27cuOHTto166dSeOH1NRU0tPThYLCmG00YpQzDxgwAJlMJoxtqVTKs88+y8yZM7ly5Qr5+fnMnj3bZEz83jHcGNXV1axfv57Ro0czfPjwf2nfO5VKhY+PD3PmzDEJql68eJG0tDST89XpdEKa2q9fPxODtlmzZmbjWaFQ4OXlhVwuZ8yYMY0+E9XV1WzcuJHS0lIGDBggMjPnzp1j8ODBIspvNEhHjBjBoUOHqK2tpVOnTlRWVhIcHIyLiwuVlZWUlpYyZMgQlEolP/74IydOnGDChAnMmzdPbMP01ltvYWVlxdChQ8nJyeGzzz5j0aJFnDx5kuzsbGQyGb169UImk3H//n0mTpzI/fv3WbhwIR07dhROk7EJ3IULF2jWrBnvvvtuo3vmHTx4kN69e4vsy6RJk57YJKegoIA1a9YwdepUunfvLo57eHiQkJAg1pDjx4+LvX2Dg4O5evWqeO2DBw+wtbXF2toaZ2dnfHx8SElJQa1WU1NTw507dygvL8fDw4Po6GiSk5P59NNPTeYf49zWVBDR0dFRBJCNZRrdu3cnISGB5s2bmzlIDblx4wZHjhyhV69eaLVa2rdvz4EDB0Sr+sWLF9OhQwcCAgIwGAyNnqOVlRWRkZHExcXRuXNnVCoVmZmZJl0DjRlNY9BdpVKh1+tRq9XCCTp9+jQODg5mDppxe4Avv/zSbG3My8szy3TX1dVx7do1/P39n7pHXExMDN7e3pSWluLn58edO3eEesaodkhMTOSZZ54xCyQ4OzuTlpbGiRMn+Pzzz02C0ceOHaNv3744ODiIgGvPnj05fvx4o/NsTEwMtbW1ZGRkMGnSJIqKinj06BEzZsygsrKSDRs2EBYWhp2dnVBx/PDDDyY1dGq1mi1btnDnzh2GDBkiMqTx8fEMHDgQR0dH7t+/L2Szo0aN4uTJkzx69Ijw8HCqqqrw9/fHzc0NjUZDfn4+f/nLX3Bzc2PXrl306tWLwMBAjh8/LpoPNpUZi4mJ4erVq3h6etKuXTucnJy4efMmU6ZM4eHDh8yePZuoqCg8PT3ZuXMnsbGxJu/39PRkwYIFdOzYkevXr4ugRXZ2ttgfOSoqCqlUSkpKCiUlJZSWlpKWlka7du1wdHRk8+bNREREMGnSJJPnprKy8p/egupxnjrjazQazp07R2ZmJlOnTuWzzz5jypQp6PV6du/eLeoLoH7hz8zM5MSJE9TV1TFjxgw2bNhAaGgoH330EZs3b6Zfv35ERUXh4uKCQqEQetaUlBTKyspEi99du3aZyXsUCgXr16/H0dGRnTt3AvWLccNmAsZUbVJSEoWFhSQmJuLl5YWDgwNKpdKscLu6upro6GhhsAUHB/Pjjz+KTUYnTpzIihUrSElJISwsDI1Gw5gxY5g2bZqJHKkx8vPz2bx5M1ZWVsyePVsssMai1dLSUqZPn84HH3xAy5YtuXjxItHR0QwaNIgePXpw5coVEYnRarV8+umnTJgwgXbt2gm53qNHj7h06RLW1tZ4e3vz6NEjbty4QcuWLYXx2Bg+Pj74+PhQUVFhkuZ1cXFh6tSpREREiOzW119/TVhYGN27dxc1IgEBATg5ObFp0yZatmwpOrY988wzjBkzhkuXLnHixAkmT57MgQMHhJzy888/JycnR+j6fX19hcS2YZo9JCQEPz8/ESmRy+XY2dnx4MEDNm3ahFwu5+bNm6JAv6SkhLi4OCorK/n555+xsrKiTZs2JtH4JxlKUVFRdOvWjfXr1xMYGEhycrJZxK4h5eXlbNiwgYULF5p8blhYGHv37mXNmjV4enoSGxtLjx498PLyYuzYsXzzzTc8ePAAg8FAUlISr732Gvn5+UyfPp158+YRERHBP/7xDz799FNCQkK4fPky3bp1w93dnaioKH755RdWrVqFn58fv/32GyNGjBBSW2OTg4YdrxqjuLgYuVyOXq/nwYMHjBkzhgkTJlBUVMSHH34o2vkePXqUrl27YmVlJdqHx8fHi7ql0aNHN2o01tTU8PDhQ2HQ2NvbC7lhy5YtcXJyalKuY3wuq6urTbTuPXr0YMiQISL6Z6wZtbW1FTIl4+u1Wi3R0dH069dP7I01ZMgQ0tPTiY+P59q1a6LLpUGvp3///vTv31981/nz5xk1ahShoaGUlZVRWlrK8uXLadGihVhMvby8cHNza/ReOzk5MXLkSN544w1GjRqFRCLhs88+IywsjCtXrhAaGkqbNm2ora3lxx9/bPReQ/24U6lUXLt2jY0bNzZZuxwcHMyyZctwdnYW19VY85qRkWEm4zDuO3TkyBGTupnc3Fz27t1Lfn4+6enpLF68GG9vbyoqKlCr1SIybOT3OFxQv4YcPXoUHx8fszocqB+XkZGRJnNVRUWFiSEK9cahTqfj1q1boomGQqEQW4IYA4VGnnnmGaqrqzl9+jQ2NjacOHFCRFgbNgPQarWEhYWxfft2srOzRYOpsrIyrly5wsCBA6mrq8PKyoq8vDwuXrzI8OHDWbVqlZDIWltbi3pRI3K53CQAajAY0Gq19OzZkxMnTjBixAgqKyuxs7MTddMrVqxg48aN/1Sns02bNpGYmIi3tzdfffUVAF26dHmq3LIxTp8+jY+PD0ql0uw3NeTq1avCOdPpdJSUlJjI/8rLy02ePxsbG0aPHk2XLl3M5oCGNYFWVlb07duXTp068fPPPwP1xn5sbCxLliwhOzubDz74gOXLl+Pv7y8+SyKRCOfpwIEDzJ07F3t7e9FIRC6X4+/vz+LFi3F3d6d169ZUVVWxZMkS3nvvPVxcXHByckIikYjtVo4dO8Ybb7zB8ePHqa2tZdCgQWzcuFF0/R48eDAHDhxg+vTplJSUsGTJEiF5fPPNN7G3txfBBmOLfplMxuTJk3Fzc+Pw4cPi2shkMtLS0ti0aROAqGusrKxk/vz5QnZuDBJMnjyZkJAQIiMjWbp0KUFBQZw6dYoFCxZga2tLu3btOHHiBIsWLSIkJIQjR44wdOhQXFxcTOyXqqoq0tPTmTx5Mq1bt+b27dt888039OrVS2zr5ODgwJgxY5g0aRIvvvhik/LQli1bkpOTQ48ePejdu7fY7sV4f4zdAGfOnIm1tbWYR4xBdeO8XVtbK+bKvLw8fvjhB/r06cO6dev46KOPKCgoaPQcJ0+ezJw5c5g/fz5bt26lsLAQT09PnnnmGbRaLT169GDFihX07t2b8vJyrl+/zgcffMD169dZuHAh+/btQ6/X88UXX7BgwQITm9HYNKpXr15mW3BoNBqKiorMtiE6cOAAFRUVHDt2jGnTpjXZiMTYEXnu3Ll88803zJ49m3bt2lFYWMjly5exs7MT+8i1atUKe3t7NBoNxcXFZGRkcPToUVxcXNi2bZuZrHD8+PG4ubmJDLBx+wJj/V3DrSNqa2vZv38/c+fO5ejRo9TV1fG3v/2Nb7/9lqNHj5KVlSUalhg7JwNi6yIjxn3mZsyYQWxsrDjPM2fOsGDBAgoKClixYgWLFi0SgXsjLi4uyGQyvv/+e95//308PDyws7PDx8cHe3t7xo8fj7e3t0hKSKVS0VTQqDoz2gPGLbumTJlCXFycSDykp6dz/fp1Ll26xIQJE9izZw+zZs1i6tSpJo1djJ9v7J7866+/8vnnn+Pm5savv/7Kc889h4+Pj0nC4M6dOxQWFopA35YtWzh9+jQDBgxg8+bNQL2t2LZtW2bOnMmMGTP+V7J2T3Xozp49y4EDB5g/fz4tWrSgZ8+eaDQaXFxcaN++PQqFgoyMDKRSKXl5eezcuZMRI0bQsWNHkwhCREQEbm5u/PTTT8JY3rlzJ5cvX2bo0KGcOnWK+fPnExMTQ0pKimgyAfU1OcaieZlMxtGjR7lx4wYDBgygZ8+eHD58mMuXL+Pq6opMJqOgoEAYSteuXRP7/uj1eiQSCTdu3ECtVhMYGMiwYcPo06cPN27coKamBk9PT7p27cqePXt46623UCgUjBgxQtT2eHh4MGPGjN9Vu1RRUUHXrl3p37+/mTMhl8uFNKegoAAXFxfi4+OZPXu2WYckqVTKqFGjCAwMZOfOnSxcuJCzZ8+SmJgoIgPGNtapqakkJCTw/fff4+HhwbRp0xrVFqvVag4dOkRRUZHY6wvqozzG2kRjVFqpVOLl5WUSpe7fv7/YMPLTTz8lLS2NhIQEvvzySyQSCSkpKSgUCjp27EhWVhaVlZWkpaVRVFTEp59+Sk5ODv/4xz+EoSSVSoVDN3r0aDp37oyDg4NZ6tvZ2ZlBgwahUCiQy+VYWVlRV1fHggULGDx4MH369OHAgQPEx8eLiGbDSNWsWbPEbx02bJgIGshkMt566y1SU1MpLy9nwIABZkbVkCFDxGdJJBKWLl1qJsV1cnLio48+4u7du1RVVfHmm28SEhKClZUVnTp1Yt68eUKH/Ze//IWWLVui0WhYvHgxQUFBKJVKPv74Y7Gdx5QpU4Qz3KJFC1asWCFqfF577TUR3TJKOR+vD2uMpKQkQkJC2L9/PxEREXh5eWFnZ8fq1avp0qULISEhbNmyRRiaa9euFZGo0NBQ5s2b16isRK1Wc+zYMeLi4rC1taV79+5iQ+WMjAwuXLjAtm3bCAgI4JVXXmn0uayurubUqVM8evRINKUBxGsfr1FTKBRkZmby008/kZSUxOzZs6mqqqK6upoBAwZw9uxZ9u7dS2FhITqdjjNnzphEm7VaHY+HPBYtWiQ60SmVSt555x3u3LlDVVUVU6dOpVWrVsJobexey+Vy4XTLZDIWLFgg9vCcOHGiaMduY2PT5L2G+sxW27ZtxQbLTWGsc2q4mNrZ2TFp0iQuXLhAVlaWSWZNKpXy3HPPmXQWvHz5snDk2rdvz0svvSSu04ULFwgMDDRZcC9evEhcXJyIcD8JDw8PPvnkkyb/rlariY+PN5NcP14Q36ZNG/7yl7/g6ekpIt2VlZVER0eTlpYm6rtKSko4efIkxcXFfPbZZwQGBoooc1JSksiwTZo0iaCgIL799lvu3r1LSUkJq1atoq6ujtraWq5cuUJ2djbr1q3DycmJ2bNn8/HHHzNy5EgGDBjA1atXOXPmDAqFgkWLFokoOtRnjBwcHNi/f7+obzRKwyIjI1m1apVof92nTx9efPFFQkNDad68+e+uwZHL5bz33nvCQBw0aJDZHpy/p2HH45SVlbFt2zaWLl0q7nlFRQW7d+8mKyvLRMp57Ngx0TxGrVaze/duk3X/4cOHJjWn1tbWZk1gvvvuOzQaDdeuXRPqEoVCQUBAAAcOHODcuXO88sorbN26lSlTpuDl5SXqxr/++mvmzZtnFuwYPXo0rq6u/PrrrxQUFJjItxqeT2BgIJWVlVhZWREQEGAyJ7m4uJCTk0NgYCAhISGcPXuWr776itatW2Ntbc3evXvp3r07I0eO5Oeff0ar1XLmzBk6d+7M888/T2xsLBs3bhQdcY01MlKplL/+9a+Ntn6H+ns2ePBgJBIJeXl5QtI6a9Yss2fD1tYWhULBzJkzyczMpKysjIEDB4q12snJibfeeotbt24Jp7Bt27ZmjrmtrS1vv/22mNednZ3N6sMUCgW2trYsX77cRGoYGhrKJ598IsZv27ZtRUlMY5lJQNT4HjlyhGvXrol90AwGAx06dODatWvs27ePe/fuodfr2bJlC3K5nKFDh6LX6ykvL2/yHI3Nqj788EPS09OJiIgQe9XK5XJmz55NRkYGBQUF2NjYMG7cOHx9fUV9k62tLdXV1SxfvtxsfZdIJGKPxcc5efIkzZs3N/vNdXV1tGrVCrVa/cSxfefOHSQSCXq9Hi8vL9q1a4dMJuO7775Dp9OxdOlStmzZQnZ2Nm5ubpw5c4YTJ05QW1uLv78/48ePp0OHDo3WAjYlrXR2dmbfvn0UFhZSXl6OUqkkNzcXJycngoKC8Pb2Zu/evSQkJIh9ZocMGUK3bt04cOCASfOiPn36mARhjcGTgwcPcvHiRZ577jk2bNjA6NGj8fHxwcPDg4kTJ7JhwwY++OADs2s6ZMgQHBwciImJoayszMQeaGrbCysrK65evUpWVhbJycmMGjWKsrIyvL29adu2LcnJyXz77beEhoai1+vZtWsX7du3Z8yYMSLD/6Smj05OTnzwwQfcunULtVrNggULCAkJMVMeeXl5mTT06tmzp5kE3ij5XLBggVB5SSQSBg0a9LvUf40hUalUT6zCKygowM7OrtGNRxtDq9WaTBZxcXEEBQWZpJqNspJz587h5OREWFiYyZ4MxkiHUXbTsmVL9Ho9//jHPxg7dizx8fE4OjoSHh6OwWDg8uXLVFdXExkZiZOTEzU1NRQVFQmjzJhdqKmpMYlEODg40Lx5czQaDTExMdjZ2dGjRw9yc3NFu3ojSUlJREREUFdXx9KlS3nllVf+qda0iYmJhIaG/q4Ua1JSEkqlstGJPzY2VtQdNpbtUKvVXL58mc6dOyOXyyktLeXChQsMGzZMZMNiYmJQq9WiJW9TXLx4EW9vb7P9ZgCRUdPr9SZNIRQKBa1atTIx9oqLi9Hr9SaLZnV1NaWlpSYTgYuLi3jeNBoNycnJIp1dU1PTaGOGa9eu0aFDBzEQNBqNiLCq1Wp0Oh1yudxMDvHfQmFhIfPmzWPp0qVmm78+jsFgoK6ujuLiYuzs7HB0dESr1YrugVDfyUqpVOLp6cn58+fx9/cXe4g1hV6vFxnxpl6rVqu5fv06oaGh2Nvbc//+fZKTk0XNnEajISkpifLyctq0aWMmx6qqqiI6OpqxY8eKIEl2djZ37tzB2dmZDh06iIY2UqkUrVZLamqqcA6Mz6U2qn6hbnb2ItKnFFP/WRg3GW7btq1JUX7txq/QfrUG2cSXsf1wgTiu1+tJSEggMjIShUJBTU0Nx48fx8bGRmQOm+Lq1aukpqbi4+NDp06dTOankpIStFqtiXT93r173L59Gz8/vybnwfT0dAwGgzCmmvqNZ86c4dlnnzWZx2pra7l165aotdFqtej1erPAmFarJT09HY1GQ2hoKDY2NlRXVxMXF4enpyfBwcFmdbAajYbExEQCAgLw9/ensLDwqU6UVCoV2ye0b9/e7NkuKioSmUydToe/vz91dXWkpaXRunVr3N3dOXnyJD179jRZS0tLS3nw4AHt27fn8uXL/PTTTyxbtuyfXtB/D1qtlosXLxIVFdXoum5cGxo2wdDpdJw7dw5ra2siIiLE++7fv4+HhwcKhYLExERat25tEjC5e/cu5eXlT6znO3/+PCqVCk9PTzF+oX6snzt3Dj8/P8LCwsjIyDAznvLy8vDw8EAul5OWloZGozExwo3dgENDQ5uU0KvVao4fP87AgQMbrYczziU1NTUmZQr29vYEBgaayKcKCwuxsbExGT8VFRVm9aCenp7iWb579y4ajYaQkBAhP/699ta/I0ZnaNq0acKuqKio4NKlSyYdGe/fv09GRoawARUKhZCy1dXVcfv2bVELKZPJCAkJeWJN+5/N1q1bGT58uJmzYWw61qZNGzMlwuMYEwXV1dVivn306BEODg40a9aMsrIyioqKCA4O5vbt25SVldGhQ4ffLdMuKioiIyNDdCgFSE5OprS0lObNmwtb0/jMazQabt26JbKoxjqy34tKpRIy0g4dOpCWlkbbtm1N5voHDx7g4eGBlZWVsCGNe1FCfS3v7du3CQkJITAw0GT8FxYWEh8fb7LtS1paGnl5eXh6etKmTRsTe6C2tpa0tDTxe2xtbQkODv6nZe7/DtjZ2YkL8lSHzoIpj+87ZMHCvwM1NTXU1tb+rzZY+G+mqn29E/Lv7NA1RVMOnYX/bCoqKrCxsfmPNi4sWID65jw1NTVPDOZYsGDhX6ehQ/fPV03/H8XKysrizFn4t8PW1vbfOnr570r1syNB+se3JPlTqf7ntqqw8O/Nk6Q+Fiz8J/G0hmIWLFj438fi0FmwYOH/LpUlf/YZWLBgwYIFCxYs/EtYHDoLFiz8n8Nm709/9in8y0icm97KwIIFCxYsWLDwfwdLDZ0FCxYsWLBgwYIFCxYs/AfRsIau8c2gLFiwYMGCBQsWLFiwYMHCvz0Wh86CBQsWLFiwYMGCBQsW/kOxOHQWLFiwYMGCBQsWLFiw8B+KpSmKBQsW/u2p+Wgp+ps3/uzT+JeQOClp9u3WP/s0LFiwYMGCBQv/ZVgcOgsWLPzbY3hwH0P6tT/7NP4lDK4+f/YpWLBgwYIFCxb+C7E4dBYsWPiPQfbiNORdu/7Zp/GH0N+5Q90XK/7s07BgwYIFCxYs/JdicegsWLDwH4MstC1Wffv82afxh9A6O1P3Z5+EBQsWLFiwYOG/FktTFAsWLFiwYMGCBQsWLFj4D+V3O3TJyclUVlb+fzmJmJgYKioqAKiurub69esYDJb9zv8IKpWKc+fOodPpmnzNrVu3KC8vNzl2584diouLzV6bnp7O3bt3f9d3q9Vq8f+5ublcvXr1d571/z+0Wi1nzpxp9Lf9/0an0xEXF0ddXX1epra2litXrvyvfX5+fj4XLlwQ/37w4AE3b95s9LWlpaXcv3//d31uRkYGeXl54t+5ubnk5uY2+frKykri4+MBKCoqIikpqclxm5mZKca4kYKCAu7du/e7zu2/ifj4eG7c+J8GLwaDgf3791NUVPSHPic7O5va2lqTz7lx4wYajQaDwWDyNyOpqancuXPH7Pjp06f/8PdbsGDBggULFv49+N2Syx9//JG5c+fi4OBAdXU1v/76q/ibnZ0dXbt2xc7Ojtu3b7N48WJCQkIAuH37Nm5ubiiVSoqKiujfvz+jRo1CrVaTl5dH8+bN2bRpEytW1NeYrF+/nocPH9KlSxe0Wi3NmjVjwoQJ4rPu3r2LVColKCiIgIAAJBIJOp2Ou3fvkpOTg52dHcHBwbi5uQGg0WjIzs4mJycHpVJJSEgIjo6O4m+3b9/m3r17eHp60rZtW6ytrYF6JyUtLY379+/j5+dHaGgoCoUCqDd+fvzxRzw9PdHpdKSnpxMQEICdnR0Gg4HKykoWL16MUqnkt99+48iRI+JalZSUoNFo8PLyEsemTJlCq1at/tCNS05O5vz587z88ss4OjqSmZnJli1biIyMRCIRG8djbW2NXF5/m48cOcKIESOwt7fn+PHj9O/fn9jYWEJDQ3F1dTX5/AsXLqBUKmnZsiU6nY6XX36ZFi1aoFar8fb25u233wbqHcmVK1fSsmVLRo0axZYtWzAYDFy8eBEHBwcMBgMymYwXX3zxD/0+I4WFhdy5c4e2bdvi4OCARqPh5s2bFBQUYGdnR/v27XF2djZ5j0qlYtu2bTx48IC4uDjeeOMNs9cA3Lt3j2XLluHt7W1yvKioiKioKKZOnSqO/fbbb6xZs4bWrVubfVdWVhYHDx4Ux65cucLXX39NVFSU+Pf27dsZO3YsUH9P+vbtS25ursmz8ThVVVXU1dXh7OzMtGnTuHDhAkVFRfw/9t47Oqpq/eP+TJ9kUiaNhIQQUiEQem8qSBEu0hEVu2JBlIuXK4LXegHFgsjFC6igoAjSQ5EaEnpNQhLSA+kJ6ZlMyvR5/8g752WkKF75qes9n7WyVuacM+fsfXaZ/d3Ps59dWFhISkoKpaWlQKsor6qqon///igUCu6//348PT2prKzk7bff5qmnnmLp0qUoFAq0Wi0AOp0Og8HAF198AbS2he3btzNjxgzh+Tt37qR1PXujAAAgAElEQVR///4EBwc7pevMmTOEhobS1NTEokWL2LdvH3FxcWRlZREdHS1c5+rqKtTF8+fPU1FRwezZs1EqlTQ2NrJs2TKmTp1K+/bthe+YTCbefvtt7HY7Li4uwvFH83K5VUgRm83GpUuXkMlkxMTEIJPJhHN2u51Lly4hkUjo3Lmz0IYd59LT0zEajXTu3NnpeddTWVlJXl4e7du3p127dkI68/LyKC4uRqVSER0djb+//y1S6Hyvzz77jOXLlwvHTp48ybp169DpdLi5ud3wne7du9OxY0dOnz5NVlYWZWVlXLt2jZCQEJ588kmKiorw8vLCy8uLPXv2EBISgk6nY/ny5QwfPpzBgwejUCiA1r7L39+fkJAQAKRSKRKJBLPZzJEjR3j44Yd/MQ8iIiIiIiIify5uK+hsNhtnz54lMzOTvLw8duzYgVarpWvXrnz66af8+9//RqFQsGXLFqKjo9FoNNhsNgDGjBkDwIYNG+jduzdRUVFcvHhRsOYYDAbefvttQcgVFBTw5ZdfEhAQwHPPPYe7uzvbt28nMLB1GJeSksLixYsZPnw4BoOBH374gXfeeYf27dtz6dIlli5dSr9+/SgvL0cul7Nw4UI8PT05e/Ysq1evZtCgQeTm5qJQKFiyZAlKpZL4+Hg2bdrE4MGD2blzJx07duS1114DYPfu3Rw5coQhQ4YQGxvL6NGjmTJlCtBq/Rk2bBjjxo3DaDQyf/58nnnmGUJCQrBarfz3v/8V3kP37t2dBrnHjx9Hp9Px4IMPCsfUavUdF1x0dDSnTp1i8+bNPP/881y5coXa2lreeOMNp+uee+45oqKiKCkpwWKxcODAAcLDw9m5c6cgWvV6PbW1tfj5+dGrVy8OHz5MUlISLi4uBAUF0bFjR8LCwvj73/9OeXk5cXFxwv01Gg3z58+nsLCQuLg4IiMjGTJkCG+99RZz585Fr9dz/vz5O84fQFZWFitWrKCkpISPPvqIqKgodu/ezc6dOxk3bhz79+9n//79LFiwAHd3d6C1zv7www8oFAreffdd9u3bx9KlS5k/f/4Nos5qteLq6srrr7/udPzgwYNcu3bN6ZhDmP68rMxmMxaLxenz8ePHefHFF0lMTMTPz481a9YwZMgQZDIZZ8+exWw2c9999+Hn58eECRNumf+EhAQqKyuZMGECcrmcjh07EhISgouLC2VlZfTu3RsApVKJSqWiV69eyGQyXFxcqKys5JNPPmH06NH07duXtWvXYjKZkEpbjfJNTU3Cc2w2Gx999BFJSUlIpVKioqIYOXIkcXFxlJWVcfz4cQD69OnDsGHDOHLkCKNGjRImTSwWC6dOnaK0tJT58+cLaXr33Xepqqpi7969GAwGTp8+jdVqRalUUlZWRnp6Oj4+Ppw+fZoHH3yQ0NBQIU3u7u5O5SW/Toj9nPT0dObPn09UVBSffPKJkzDLzc1lwYIFBAYG8tFHHwlphlZB/95776FQKFi6dOkNwhVahduGDRvYvXs3L7/8MtOnT8dut7N9+3Z27tzJsGHDKCsr4+DBg7z++us3nThwYLdbiY+PZ8yYMUK/VllZyYYNG5g+fTpt2rS54Tuenp60bdsWiURCu3bt8PHxYe/evTzwwAOMHTsWmUzGnj176Natm9OzfX19eeGFF1i5ciU2m40jR45gsVgoLCxEpVJx9uxZAB599FF69+5Nr169+PDDD4UJHxEREREREZG/DrcVdBKJBLlcLgy83N3d2bdvHyEhIUilUgYMGIBSqbzByqDT6di2bRvQalVzuFFWVlbywAMPAK0DlbFjx3Lw4EFsNhstLS2MHTuWyspKdu/eTUhICFVVVcycORNotQrcc889vPjiiwAsWLCAgoICAgMDSUhIYPDgwcyZMwe9Xs+TTz5Jeno6AwcOJCEhgenTpzNhwgQKCgp4+eWXyczMpHv37uzZs4dnn32WoUOH0qtXL1577TWmTZuGv78/3333HW+++Sb9+/enXbt2LF68mDFjxuDq6gpAfX095eXlmEwmzGYz1dXVKJVKrFarkwuiUql0sgqoVCpUKtX/PGhSq9U8/vjjfPHFF+h0OtLS0vjggw/w8/NDLpcjlUpZuXIlgYGBgoueTCYjJyeHHTt2CJbLiooK7HY7FosFs9lMz549BTFqt9tpampi69atdOjQAS8vL3Q6HdeuXaO8vBwfHx/kcjl5eXmsXLmShQsX4ubmxvbt2zEajezcuZMHH3yQ0aNH33H+LBYLK1euZMyYMRw4cABoFUsZGRm89957REREMGrUKGbOnEl5eTlubm6UlJSwatUqbDYbCxYsoKmpiXHjxlFQUMD8+fOZPXs20dHRgrXCcc+fu5rdzLVYIpEQHBzM8OHDnY7X1tZSWFgofK6qqqKuro6QkBA+/vhjmpubkUqlVFVVMXHiRA4fPszf//53oQwDAwMpKyvDZDIJ93B1dcXf3x9vb29MJhNBQUHCO0lMTGTAgAGUlJTQvn17wdqlUqn45JNPeOutt1AqlWzevJkhQ4bQu3dvwR1z/PjxgiU4Pz+fvXv3CuWclJTEc889h0ajIS4uDp1OR2RkJPfffz8Aly9fJjc3l2HDht3wbvLz86muruaLL75AoVDw8ssvM2/ePNzc3GhqaiIqKgqbzYavry++vr4olUoCAwOJiYnB29sbmUwmtCsH0dHReHt7C59djhy9sZIALS0tbNy4kYceeoj09HSncw6r48MPPywIGAc2m419+/YxfPjw2044XLlyhfz8fEaMGCEcq66uJj4+nnnz5tGvXz8A3nvvPaqqqm4r6KwWKwUFBcLEkNlsZvHixUgkEjZt2sSAn0XvbGpqol27dvTv3x+bzUZdXR319fXodDoKCgo4ceIE4eHhN31WRUUF9fX1fPjhh7S0tBAWFobdbmfTpk14e3sLbdIhIrVaLa6uruTm5tKzZ89b5kFERERERETkz8cvCrp+/fqxbds2JkyYwKhRo4iPjxfctm6FSqUSBkD19fX07NmT8PBwUlNTndwBH3zwQeLj47FarYSFhVFbW0t+fj5XrlwhNDSUJ598UnDbGzVqlGCFAVAoFFitVsxmM9euXRNcAN3d3bn//vsFC0tNTQ19+/YFoEOHDnTs2JHS0lKio6NpbGwUBkRdu3ZFpVJRXFyMxWLBx8dHOBcTE4O7uzulpaXCgDg3NxeZTIbZbKahoYHz58+j1Wqx2WzU1tYCrQNKh2XMQVlZGY2NjeTk5DjlJTg4WHCN/LV4enry+uuvc/78eUwmEx07dhTEcHh4OFKpFG9vb8rKyvDy8qKqqooRI0bw7bff8vzzzzNhwgS+/fZboqOj6d+/v3DfMWPGUFZWhlarxcfHh3PnzglC2tfXl5iYGHbs2MH48eOx2WysX7+el156iePHj5OVlUVERATLly8nIyODAwcOIJfLcXV1vcFd8XZIpVJmz55NVFQUhw4dAkAulzN9+nTBkiOXy4U1W6dPn+bHH39k4MCBjB07Fk9PT2bOnMnChQuZO3cuJ0+eZPXq1fTo0YOnnnpKENlNTU2CYHSQnZ1NREQE0Cp26uvrcXFxoXv37jddVzhp0iQqKirQarUcO3aMuro6Fi5cyMiRI+nQoQNdunRh3bp1zJ49m2HDhuHn5yd812g0smrVKoKCglAqlRQWFuLi4sKCBQtueI5GoyEpKYn9+/czefJkob6Ul5fT0tLCo48+ysGDB3niiSeYMWMGEomEN954gyeffFJoE441hWazmcGDBwv3dnV1ZeDAgWi1WrZv3058fDxLliwRxKRcLufKlSs3LasjR45gMBjw8PBAJpOh0+no0KEDUqmUtm3b4uvry9GjR8nLy2Pq1Kl4enqSk5PD+vXrGTx4MCNHjhTcJCUSCX5+fuTl5TlZ2to36nG/ybOTk5NRKBRMmjTpBkGXlZVFQ0MDc+fOvUHQFRQUkJ+fzxtvvHFLQWcymVi/fj2TJk3iwoULwvH6+no8PT0JDg7m0KFDeHp6MmfOHMGV+1ZYLSb0er1Q/nK5nGeeeYaqqiq+/vrrG8Tg9RMPNpsNnU5HRUUF5eXlSCQSqqurBUvfzzEYDHz11VeMGzeOUaNGCX2Zj48PAQEBQv12oFQq8fPzIycnRxR0IiIiIiIifzF+UUHU19dz+fJlXnnlFcrKyrDZbE7C6uf4+Pgwbdo0KisrgdYgJ7W1tbi7u+Pv7+/kfujm5saYMWP47rvvkEgk5OTk0L9/f1599VVUKhXvvPMOr732GlqtlrCwMOF7SUlJFBQUEBUVhcVioaWlBU9PT+F8hw4dKC0txWazodfrnQaGkZGRVFdXC1Ydh2VAqVQSGRlJWVkZVqsVFxcXwYqm1WpRKBSUl5cLgm7w4MFMnjwZo9FISkoK06ZNo0OHDlgsFpYtWwa0zpL/61//EtY6AYIA2bx5s3AsIiKCTz75hBUrVtw0YMHPefzxxwXBLJfLMZlMTJkyBRcXFxoaGpBIJNTV1dGlSxdhgO3IS3R0NDExMTdYA27GoUOH6NSpE+7u7vzwww9OeejTp4/govbGG28IVqoRI0bg4uJCcXEx7u7ujBkzBoVC8avWF12PVCqlU6dOTsdkMpmwNtNms7F27VoCAwMJDQ1FrVbzyiuvEBERIUwa1NbWYrVakclk3HvvvfTt25eUlBQni6mXl5cgVh3s27ePgoICoFX4fPvtt+zatQutVouLiwvl5eV4eno6WZViY2OZP38+Dz30EAMGDOCll15i0qRJKBQKfvzxR/bt28fDDz/Mnj170Gg0PPLII4Ig8/b25oknnkCj0XDy5ElOnDhxw/uw2WwkJydz5swZfH19GTp0KMuXLyclJYX6+nqgVeAHBASg0+nw8PDg008/xWq10q5dO86dO+dkOXZw5swZ+vXrR0tLC8nJyXh4eODl5cXrr7/ODz/8wIwZMwgMDMRutztNxlxPdXU17u7uHDx4kJiYGKRSqSBOrl69ytKlS6msrGTFihWC6ImKimLBggUsW7aM2NhYFi1ahIeHB5WVlUybNu2GZ7ifuwDlBdTV1GAtKyMwMBCLxcLatWt55ZVXnMoUWt1ply9fztNPP32Dm6zVauX9999n2rRpN6wdvZ5du3bR3NzM0KFDnQSdXq+nrq6OGTNmEB0dTVZWFn379uXtt9++wdLo9FxzqxXWIdQkEgndu3fnxIkTxMTE3FAPS0pKBCuqXC7n3nvvpaamhm3btpGTk8OLL75IYGCg4BJ7PR06dGDevHls27aNa9eukZycDLQGvnF3dxe+M2DAAKZNm4ZMJiM0NJSLFy/eMv0iIiIiIiIif05+UdBVVlZisViwWq389NNPDB8+/IbBk4Pm5maOHj0quGrC/+dy6PickZFBRUUFw4cPRyKRcPnyZZqamigrK6O2tpaqqiphNj0lJYXPP/+cxx57TJhhTklJYenSpcyePZugoKCbusdZrVakUil2ux2lUukUec9qtSKRSJDJZNjtdqdzZrMZuVyOTCbDZrMJ5xzXOawIJpOJtLQ0VCoVZrOZuro6jh07Rnp6OlarVXDhCw4OdhJCgODONnny5BvSPWXKlJtGpvs5DiHV2NjImjVrmDlzpjBQzs3NJT8/n0WLFgkWMcdaq6SkJCQSCW+//TarV69GIpGQmZlJRkYGp06dolevXtxzzz2sX7+e/fv3ExYWxtixY0lJSeHIkSM88MAD2O12YmNj6dKli5Ce6upq1q9fT8eOHUlNTSU7O5vIyEiUSiWZmZnMnj3bSXD/Huzdu5eioiLeeustFAqFU2CNW+GwQjmw2Ww0NjZy9KizO9/ly5cFAaxUKpk7dy65ubn06tWLgIAATp48Sb9+/ZzKqm3btnTp0gWTycTu3bt5/vnnSU5OZt++fchkMmbNmsXIkSMZM2YMW7ZsYc2aNbzwwgtOaXH83QyTyURDQwOrVq0iPj6e5ORkJk6cyKhRo1ixYgUajYannnoKFxcXPDw82LdvH1evXsXDw0OwLjoioJrNZvbs2cPf/vY3fHx8sNvttLS0cPHiRUH8+Pr6EhERwYYNG5g3bx5Wq/WWFmTHGsqlS5eSnp7O448/LrSV/Px8evToQUFBAVu2bEGn06HVamloaMDDwwOLxcKoUaPIzc3F19eX2NhYGhoaMBgMtGnThsTERPz9/Zl9rYy2QOLZs1xp0jNr1iy+/vprIiIi6Ny5s1NZ2Gw2Nm3ahL+/v2Cdv/7c7t270Wg03HfffbesK8XFxRw8eJAFCxYIgZIcWK1WcnNz+fzzz+nRowd6vZ5//vOf5Obm0r1791veU/L/rl/8eRn7+/vT0tLC1KlT6devn9PzevToIQjplpYWNm3ahFqtZvz48XzxxRc8//zzt3xeSEgI9913HxKJhI4dO3L58mXsdjuPPPIIBoMBtVqNn5+f07rK37udioiIiIiIiNx9flHQOWZ633zzTaqqqtiyZYsQjv3nSKVSwUVLr9fzzTffYDKZOHLkCJMnTxZEgIeHBxKJhOPHj7Nx40aMRiNBQUG4uLhQUVHB0KFDgVZ3yRkzZggCpqamhpUrV/Lqq68KA3OFQoFGo6G2thaNRgNAYWEh7du3F4JYXG+ZyM3NZezYsbRt25aWlhZaWlrw8vLCbDZz9epVAgICCAoKwmAw0NjYiIuLCzqdDovFIkRDrKioQKPRoFarkclkSCQSlEolarX6ttsG/BIxMTF3dH1eXh5Wq1UQczqdThDgycnJgpD7+Xo9tVotrOPZuXMn4eHhdOvWDXd3dyQSCVFRUVRVVREeHk7Hjh2JiooiNzeXLl26oNPpUKlUDBkyxOme0dHRvPzyy1RWVjJr1iyWLVuGq6urUzS/34tjx45x4MAB5s2b5xQt9E5xrG9zuMg6aGhouOkax5CQEEJCQkhLS8PPz4/PP/9cCEij1+sZNmyYIOJ69uzJ8OHDeeWVV1Cr1Wzfvp3Zs2czduxYnn76aaRSKXK5HIvFQmlpKXPmzEEmk6HX628qCtRqNRMnTiQuLo74+HhkMhnDhw+noaGBkpIS/P39iYiIENpAnz598PX1Zfv27Rw/ftxpnavNZqO6upotW7bQr18/Zs6cibe3NzNnzkSr1fLuu+8CMGrUKBITE4WIttcLusTERIqKioRJk4iICHr37s3hw4eFwEIAw4YNIzg4mH/9619Mnz6dRYsWsWjRIj7++GPefPNNVq9ezeTJk7HZbEilUubOncvGjRuRSqU8+uijLFmyhKioKHyr66CimHtHjeSBya0urkePHkWr1bJ48WJhfeX777/Ps88+S0JCAna7XQi6dOXKFT788ENefvllTpw4QWNjIx999BHQGhzl008/5c033xTcIRMTE6moqGDDhg1IJBIuXrxIZmYmbdq0ISAgAI1GQ48ePYBWN++OHTv+Yth/mbx1IsxoNDrVL09PTyoqKjAYDBQVFTlNmAUHB2O32zGbzaxbtw673c7gwYOJiopCKpXesBXE9dTU1PDxxx+zfPlyAgICuHDhAg899BA9evRg9erVPPLII4Ll3G63k5+fL7pbioiIiIiI/AX5RUGnVCq59957SU1NJSEhgXPnztG5c2dhTYdKpRJEjFqtZuDAgVRXV7N582amTZtGTk4OvXr1YtOmTXTu3Jk+ffqgUqkoKipiw4YN/OMf/+Cdd94RrCxfffUVXbp0ISoqCrVaLQRRqKio4PXXX2fgwIFERUVRX1+PSqVCrVYTGRnJN998w+zZs9HpdCQkJPD2228jkUjo0KED+/fvZ8qUKYL1Kjw8HJlMRmBgIOfOneP+++/nzJkzaDQawsLC8Pb2Ri6Xc/HiRYYMGcKJEydwc3MjKChIGPhMnTqVnj17YjKZ2LlzJ4MGDRKiXKakpNz1grNarezevZuRI0cCreLkgw8+YODAgfTv358vv/yS9u3bO63XciCTyejQoQPQ6nLo7+8vfIZWd9KsrCzhs0QiYdy4cXz44YdIpVKeeOIJp0GnRCIRZvkdLl0OC6lCoRDOQevanlOnTiGRSBg8ePAN1o/bYbfbSUxMZNGiRSxYsACtVkttbS1ubm63tBrfjpqaGvr16ydsJ+DA1dX1pmvlfvzxR7y9vSktLWX06NG88MILJCQkUFBQILjZRkdHs27dOnx8fGhqakIul1NfX8/06dMZM2YM27dvp6CgQBg4O6IXzpw5U3ANvpnbntlsZsOGDRQVFTF79mzOnTuH1Wrl6NGj9OzZk549e7Jjxw4efvhhYU1mVVUVEomEKVOmCK7GQ4cOxWQysWLFCmbPno2bmxs2mw2LxUJVVZVTcBaNRsOcOXNwc3PjyJEjqNVqTCYTCoWCgoICIiIihP3UGhsb0el0WK1WEhMTGThwoBCcRyqVolAohIA9/v7+KJVK2rZti1qtFizm0CqmL1y4wKBBg4R6tWfPHroWFtAeaGpqRiOVotFoeOaZZwTLnMFgIDc3lx49euDp6cnDDz9MY2OjkJe0tDS6d++Ou7s7EydOdBLxSUlJdO3aFblcTlZWFoGBgXTu3JnnnntOuKaoqEgQc35+fgQHB3Pq1Cm6du2KXq8nIyODsWPH3ra+yf/fd1BQUCC4el68eJFvvvkGtVpNTEwMkyZNIiAggJSUFGJjY4mKihKEvslk4uWXX+a7774DECyMOTk5N91yIS4ujoiICAICAqioqKCgoIAZM2agVqsJDQ1l5cqVvPvuu8hkMgwGA/X19Tesc62oqODixYu0bduWXr163TZ/IiIiIiIiIn8MvyjoGhoahDD8ixYt4scff8RisWC32/n4449RKBTCzHRTUxOxsbGcP3+eESNGMGrUKD799FP8/PxYunQpP/74I0eOHGHKlCl07NiRDz74wCmSXbt27ZgzZw7V1dVCZDxotShs376d/Px8JBIJqampQOt6rcmTJ/Pggw/y0Ucf8a9//Quz2czEiRPp3LkzABMmTGDlypVcunQJi8XCzJkzhfV4jz/+OKtXr+bYsWMYDAYWLlwoRH179dVX+eqrr4iLi8NsNvPWW2+hUqnIy8sjNzdX2I/qesxmM0ajEb1ef8v1RtcHSPlfSE1NpaSkhJiYGHQ6HV9//TVqtZrp06fj4eHBsGHD+Pzzz3n99ddvCNZQW1sruJM2NzfT0NBATU0NEolEWPvU2NgoBL9pbGwkIyMDo9GIVqslOTmZ0NBQwc0xKCiIESNGcOHCBTZt2sSLL77IZ599RkBAAJGRkU77vB07dozi4mLsdjtWq1UQpL8Go9HI1q1bMRqNbNu2jW3btiGTyXjqqacEa+Sd4BAeP+fnIf3z8vKoqalh0KBBuLq6UlFRwYkTJ5g0aRJffvml03YdFRUVJCQkkJ+fj0wmY9y4cRw8eJDm5mY6d+7M2LFjndaDKhQKpk2bRtu2bZ32T4NWkeIQwwqFgjFjxuDr60tycjIqlYq0tDR++ukn3nrrLTQaDQsXLkStVjNp0iQna5pEIiEgIIDNmzfj4+NDp06dBLdoh/DW6XRs2bLlhvVmfn5+2Gw2KioqCA0NRalU8vLLL6PRaMjPzyc2Npb8/HzWrl2Ln58fCxYsYOXKleh0OsaMGUNzczM1NTVYLBZqamqEqKItLS1UVVXR1NREVVWVsGZ1165ddOrUiczMTHbt2kVjYyNPPPEEIT9uxX6uUnAJ9PDwECLmQms/dfbsWcaPH4+Li4tTVEqAAwcOCO/vnnvucToXGxvLqFGjUCqVrFmzhhkzZtCnTx8ncZORkUF4eDjR0dHY7XaeeuopVq1aha+vLxUVFYwcOVLY2+1WSGVyunbtyq5du+jVq5dQLvPmzaNdu3bExsayfv16AgICqKqq4tVXX6Vbt24AQpCfm01cjBkzRihvx+RaQ0MDJ06c4JVXXqGhoYHFixcTHBxMcnIypaWlZGdnc+LECbKysujSpQsVFRU3uC5bLBbWrFnD6NGjOXz4MJGRkbddPy0iIiIiIiLyx/CLgm7fvn3U1tayaNEilEol3bp1o6amhsjISOHYf/7zHxQKBdeuXSMnJ4f33ntPGHjJZDKkUmnrOpjZszl06BAbN27k7bffxs/PT9iXyiGAOnXqxI8//sjhw4edLDyzZs1i1qxZN02jv78/n376KTqdDrVa7WT1CQ0N5dNPP6Wurg6NRuM0IOrYsSOfffYZFRUVeHt7O0WV69atm7AHWlBQkDCwPn78OOPHj3eyfLm6umK32/n888+Ji4tj4MCBTjPmNpuNbdu2ceLECcrKyli4cOGvKpzbceHCBaZNm4bZbObpp59m4MCBTut9Jk+eTHNzMwsXLmTlypUAgnvorTb51mg0bNiwgW+//ZbDhw/z1ltvsX//fj7//HOmTp3K2rVrhWAkL730EnPmzCE6OpqPP/6Yq1evotFomDt3Lv379yc6OppDhw6xevVqdu3axfvvv4+vry/+/v6cOnUKm812w/qmW/Gf//xH+H/p0qW/+h0pFIpbCmuTyURRURHPPvuscKylpYX58+dz5coV4bjdbqewsJCxY8fi7++Pj48PFRUVqNVqXnzxRWbNmkVjYyPz5s3j/fffJysrC5vNxmOPPUZUVBRyuZz+/ftTXl7Onj17eO2114iKiuKDDz4Q6vbPJwfWrl1LdnY2ly5dctojz93dnSVLlpCfn8/TTz/N2rVrefHFFwWX5GXLljF//nz69u0rRJl0iER/f3/+8Y9/cPLkSbZu3UpVVZWTgAwODhY2YI+LixMEwg8//MChQ4doaWnhyy+/FNIBrUJRpVKxYMECJk2axPTp0wEIDw/ntddeo1OnThw/flzYwsRR7x0RaR3t+cknn+Sxxx6jd+/epKSk8P7776NUKlmxYgWpqamkpaXhX3GNcGDT11+jK8xnzpw5Tu/Mw8Pjtu69q1evvuW5b775Rvh/2bJlN60z17dZiUTCwIED6devHxUVFfj5+Tn1HbdGwqBBg1i9ejW5ublERUVx5iitxHkAACAASURBVMwZUlJShOi6Q4cOpX379sTFxfHOO+8glUqFvtbhpuloxw5MJhPLly8XXG+VSiUFBQV4enoSFRXFhQsXKCwsxGAwIJFICAsLY/r06QwZMoQjR47QqVMnzp07x3333eeUD7lcjre3NxkZGTQ3N99y43URERERERGRPxZJU1OT/XYX6PV6VCrVr3Zpc6yFcXD16lV8fX2drEQWi0UYMNrtdtLS0oiMjMTFxQWrtXWvJr1eT1BQ0E1dBv9IDAYDdrvdaXDjyE9jYyMGgwGtVntDAInq6mrq6upwcXG5qTXmt2Cz2ZBIJGRnZxMeHn7DoNJkMjmFNi8qKhL2/boVjk2pHesaa2pqsFqtN6xVu3btGiqVCg8PD7KysvDz88PX19ep7KH1feXn5wtWIbvdTkZGhhDF8laC6/cgLS2N8PDwW0YerKysxM/PT0iDzWYjPz8fu90u7PF2M/Lz84XgOY53W1VVhbu7+y9uEq/X66mqqnKy0v2csrIy6uvrUSqVdOjQwamtZGRk4OLiQkhICHV1dXh5eTmVp16vR61Wo1AoaGhoELbocFBfX09JSQm+vr5OZWo2m28qSnQ6HbW1tfj4+Nxg6W1paaG4uBhvb2+8vb2dyr6qqgqtVotEIrlloJfrcUz8VFdX37CtQ0NDA4rX5iFPPkPj3AUoJ01wsuz/2bGkpGKYMRV8AnE7lkBOTg5qtZr27dtTXFyMTqejTZs2+Pj4OJVlQ0MDOp0OnU5Hly5dhHpaXFwsBDQBhHWYRqORNm3aoNVqsVgsgpXdarVit9tv6JMcW760a9eOjIwMgoODbyjj5uZmMjIy8Pf3v+nG6yIiIiIiIiJ/DBqNRhhE/6KgExEREfmjaX7ueWxnE1Au/hTlhAf/6OTcET8XdCIiIiIiIiIi/yvXCzrp7S4UERERERERERERERER+fMiCjoREREREREREREREZG/KL8YFEVERETkz4LpzX9gevMff3QyRERERERERET+NIgWOhERERERERERERERkb8oYlAUERGRPz12kwnsf/2uSnLdlioiIiIiIiIiIr+V64OiiC6XIiIif3okv3LbFBERERERERGR/78hulyKiIiIiIiIiIiIiIj8RREFnYiIiIiIiIiIiIiIyF8UUdCJiIiIiIiIiIiIiIj8RREFnYiIiIiIiIiIiIiIyF8UUdCJiIiIiIiIiIiIiIj8RREFnYiIiIiIiIiIiIiIyF+UX9y2oKWlBYPB8H+RFhERERERERGRPwypVIqnp+cfnQwRERGRO0K00ImIiIiIiIiIiIiIiPxFEQWdiIiIiIiIiIiIiIjIXxRR0F2H1WrFaDRit9tvet5ut9PS0oLNZvtV97NYLADYbDbMZvMt7/u/YLFYnNJjNBpvSF9TU5OQll/CbDYL/xsMhruS5v8Fi8Ui/JlMJmw2G0aj8bbfsVqtWK1Wp+/frXT9/HnXn29qarrtPYxG4w3f+/k9mpubf1V6fp7nX1tnf0+MRqNTffo5v6bsboXdbr9r5Xh9GdysTJqamm6br9thtVr/VG3KUW+v7/tu1wfejLuRp+vbk81mu2l7+qW682va02+tfzab7a7UvzvFYDBgs9kwGAxYrVZMJtNt02UwGG5ad+12u3Cv/2tsNhuNjY03PWcwGH7Ve77db7PFYvlT/paJiIiI/J7I3nzzzXdvd8HdGgDfCpvNxsGDB9m0aRPHjx8X/qxWK6GhoXf12aWlpWzcuJFevXohk8luOJ+ens77779PWVkZ3bt3d7rGaDRy+fJlvL29kclkJCcn880339C3b1+Ki4tZv349/fr1QyqVkpmZiU6nw9vb+zels76+ngsXLpCQkMBXX32FRqPB19cXhULB559/TlhYGC4uLly+fJnMzEzWrFlDY2MjVVVVNDU10aZNG+FemZmZAGg0GoqKipg3bx5DhgzBZDKxYMECunbtiqenJxUVFeTn5+Pv7/+b0vxr2b59O9u3b3cqe4vFQlhYGAApKSmsWLGCgIAAjhw5QlBQEJs3b6ZPnz7CPQoLC9HpdGi1Wmw2G4sXL8ZsNhMeHs7XX39NXV0dYWFhNDc3c/nyZdzd3VEqlXec1ri4OHbu3MmBAwdYt24dMpmM6Ohozp07x/Hjx+nWrRvQOihZu3YtK1euxN/fn3bt2iGRSG643/fff4+rqyu+vr43nDMajXz77bf897//JSIigjZt2jjdo6SkhKtXrxIQEADAf//7X+x2O0FBQXzzzTcABAYG0tLSwqVLl3B3d0elUt1xnu+EjRs3UlFRQWRk5E3P79u3j8WLFxMSEkJgYKDTuYaGBnJzc/Hx8aGsrIxz586Rnp5OYmIihw4dYuPGjZw6dYp7772XnJwcTCYTHh4evymdjY2NXLhwgePHj7N27VpkMhn+/v7IZDKWLVtGcHAwWq2WzMxM0tPT+frrr6msrKSuro6GhgZ8fX2RSlvnxrKzszGZTLi5uXHy5EnS09NJSUnh+PHjbNmyhQ0bNtC/f38sFgu5ubl3vT3t3r2bLVu2OLUnvV5PVFQUADk5OaxYsYLw8HB27dpFp06dWLt2Ld27d0cub11iXVpaSlVVFV5eXiQnJ5OSkkJqaipnzpxh165dbNiwgTZt2uDt7U1aWhr+/v7C+7gTNm3axMGDB9mzZw/r16/Hzc2NyMhI4uPjuXr1KuHh4UBre/rPf/7D6tWriYiIwN/f/6btac2aNXh7e+Pj43PDOaPRyBdffMGqVavo1asXXl5ewjm73U5xcTGVlZVotVouX75MSkoKaWlpnD9/nr1797J+/XrKy8uJiYkhKSkJjUaDi4vLHef5duj1elasWMHRo0eFsktOTiY0NBQ3NzdsNhvLli2jqamJvXv34uPjw7FjxzAYDAQGBnL69GksFotT3r755hsSExNRq9VOvwMtLS0sXbqUTp06odFoAG76Tn9Pamtr0ev1VFVVsXLlSkJDQzGbzcLEl1Kp5LvvvsNoNNKmTRsWLVpEQkICFy5cIDw8HDc3N+Fely9f5t///jfp6en06NFD6M9rampIT09n27ZttGvXjqNHj7JlyxaOHTvGsWPH6N279w39oEQiQa1W39W8i4iIiPweLFmy5D3H/39KQXf8+HGCg4Pp27cvkZGRSKVSGhsb6dq16+/+vIyMDE6fPk12djbp6elkZmZiMBjIzc3l2rVrhISEUFJSQnx8PAcPHuThhx+mpKSECxcu4ObmhpubGwqFgqNHj5KQkMCQIUP417/+RUpKCg0NDZw8eZLU1FSMRiPbt2/HZDKh0Wj4/PPP6dOnD+7u7nec5qqqKk6fPs3FixeZMGECvXv3Zv369XTp0oXTp0/To0cPVCoVGzZsoKSkBHd3d+rr68nJyaG0tJSBAwcCrYPP5cuXM2jQID799FNOnTqFTCbj1KlTnD9/HpVKxfHjxzl79izdu3fngw8+ICQkRBANd4O4uDhCQkLo168fkZGRlJaWAtCtWzfMZjNbt26lX79+lJaWUlBQgEKhIDU1Fa1Wi7+/P/X19SxevJguXbqQlZXFqlWraGhoIC8vj9OnT1NXV0dubi579+6lc+fOxMbGkpGRQe/eve94EJqWlkZ9fT0pKSmMGzeO0NBQ4uPjKSoqQiKREBwczNmzZ/n+++/x9vbmiSeeYPfu3WRnZ6NWq3F3d+enn34iOzub7OxskpKSaGhooLS0lOzsbORyOWq1mszMTLZu3YpcLuehhx5ix44dNDY2otFo0Gg0tLS0sHz5ciIiIsjOzmbVqlVUVFSQlZXFqVOnqKur4/Lly8THx9OlSxf27dtHcXExMTExv2ngfSssFgvnzp0jKSlJyE9NTQ11dXVkZ2djNpvx9vYmJyeHzZs3U1payrRp09i+fTuVlZV4eHgIA9WPP/4YgM6dO3Pu3DnOnz+Pj48Pfn5+REdHM3z4cIYPH45arSY5OZlVq1YxdOjQ3zSorq+v5/Tp05w5c4YRI0Zwzz338N133xEcHMyFCxeESY0tW7aQnZ2Nh4cHjY2N5Ofnk5uby6BBg5DJZFy9epVFixYxcOBAvLy8+Oyzz9BqtXh5eREaGsqAAQMYP348Xl5eGI1Gli9fjo+PD0FBQb9bGfyco0eP4uvry6BBg4iMjKSmpga9Xk/fvn2x2+3ExsYSFhYmlJFGo+HChQtotVoCAwNpaGjg3XffJSwsjODgYNavX4/VasXT05Pg4GB69+7N2LFjCQkJQSKR8O2331JSUkK3bt3uSBCYzWYuX76MXq8nLy+PKVOm0KFDBz755BOkUikeHh64u7tz+vRpvvzySzp16sSDDz7Ijh07KCoqQq1WI5PJOHz4MFlZWWRnZ5OYmEhTUxMlJSVkZ2ej1WqB1kmh7777jrZt2zJ69Gi2bduG0WjE3d0dV1dXjEYjS5cupUePHmi1WtatW0dzczNarZa2bdvSvXt3HnjgAfr27YtarWbnzp2kp6fTs2fPm04E/laampo4efIkY8aMISoqisjISBISEujXrx+enp7k5uZy+PBhBg0axLlz53BxcaGgoACDwUCbNm2or69n06ZNNDU1ERsby6VLl0hNTUWn01FZWcmgQYNobm7mvffeo127diQlJRETE8O3336Lj4/PTSeWfk8+++wzzp8/T15entDPpaSksGPHDhQKBU1NTRw9epT6+nrat2/PqVOnePjhh4mLi6Nbt254eXmRkZHBrl27iI+P57HHHsNoNBIbGwu0TlJu3bqVPXv2YDQaOXToEIGBgbi4uJCVlcXo0aOJioq6oQ8UBZ2IiMhfhesF3S9GufyjSEhIEGYKm5qaGDx48F15jp+fH3K5nNzcXBISEmhubqawsJBx48ahUqkwGAysW7eOK1euIJVK2bp1KxaLhcrKSgoKCnjggQcYOXIke/bsYezYschkMrp06UJCQgIA0dHR9O7dG7VazYoVK+jduzeBgYEYjUYyMzNvsEz8GqqqqsjJyaG+vp5du3aRk5Nzy2s7deokzLQ7ZkQd7Ny5k4CAAAICAhg3bhxffvklAEFBQYwaNQqpVEpSUhJDhgwhMDCQtm3bsn//frp27fq7Dlyux2KxcPz4cRITEwGorq4WBGRiYiJpaWlMmTKF/fv309zcTF1dHQaDgerqagBOnTqFXC4nODiY9u3bc+DAAcFN8eGHH6a+vh6pVMqFCxcIDQ1lxIgRfPPNN1RWVt5RWdhsNlxcXGhsbEQqlVJYWCi49lgsFlQqFampqaSlpXH58mXq6upIT09Hr9fT0tJCU1MT06ZNIzo6Grvdzvfff09JSQnFxcU899xzBAcH4+3tzdmzZ4mPjycjI4OgoCByc3Opra2lvLycpKQkZs2ahV6vp7Kykm7dulFRUYHdbhfy/Nhjj9HS0oLVauX06dMEBATwwAMP8NVXX/HQQw/9ruXoELHe3t4kJCRQXl5OaWkpMTExdO7cGa1WS15eHqtWraKqqgpfX1927tyJXq/n8OHDnDhxgoULF2KxWMjMzGTSpEnCYKu4uNip7joYOXIkvXv35uuvvyYrK0uYrLgTdDodmZmZNDQ0cODAAQoLC29psY2IiBAmYVpaWigsLBTOHTx4EK1WS/v27QFobm4mNTX1pu94yZIlBAcHs23bNnr16iW00d8bm83GmTNnyMjIAFr7gF69egGtVo3Tp0/zz3/+UxA/tbW1GI1GampqALh48SJGo5GIiAgkEglms5mMjAxyc3NveNb8+fPp0aMHe/fuZcKECXcUKdBqteLv78+JEyfQarUkJycjl8upr68X3OjOnz9Peno6BQUFWCwWLly4gE6nQyaTUVxczDPPPEOnTp2wWCx8+eWX1NXVkZCQwOuvv46rqytubm4cP36co0ePkp+fT1VVFampqVRWVlJfX8+ZM2eYO3eukLfrhXZOTg5FRUVOaVar1Tz22GNMnDiRDz74gIaGhptaA/8XysvL2bZtmyCOHRGnbTabIMYVCgUmk4n6+nqam5tpaGigpaWFfv36YTQaKS4uRq1Wk5qaSlBQEG3atMHf3x+73c6lS5eoqamhbdu2ALi4uDB06FA++eQTPvzww7sq6qKjo0lNTRX6bgc9e/YkMDCQwMBAfH190Wq1fPHFF9x3333ExMQQHBzM999/z1tvvUVsbCwVFRU0NTWxefNm7HY7dXV1pKSkUFlZyfDhw0lJScHFxQWDwYBGo8FmszFw4EDS0tIYNWrUXcufiIiIyP8lf1pBN23aNDp27Ai0WtEqKiruynP8/Pzw8PDg4MGDvPDCC8TFxVFcXIxKpaJ9+/bY7XZmz56NyWSiubmZ1atX8/jjjxMQEIBSqcTV1ZXGxkYqKysF4WG1Wpk6dSrQ6v6Xnp5OcHAwLS0tKJVKFAoFMTExXLt27TeluXv37vj5+TFnzhxGjBjBqFGjWLdu3U2v/emnn4TBgMVicXIDzM/PZ9CgQSgUCiFN999/Pzt37qSgoACdTge0/sjLZDK6du1KYmIiLS0tTu4uvycKhYLJkyfTuXNnoNUtz8HGjRuRSqV4eXnRo0cPbDYbAwYMoLS0lGHDhgGQnJyMu7s77u7ughve1KlTOXXqFBKJhJ07dzJx4kSsVityuZzw8HD0ej11dXV3LOgOHz6MzWYTBrqZmZm0a9dOuGbw4MF06dKFiRMnUlFRwZIlS1i2bBkKhQIXFxe0Wi0ymYzc3FxMJhODBw/G39+fkydPMn/+fNRqNQMGDKB79+60tLSQl5fHmjVr+Pjjj1EoFMhkMry9vUlOTiY4OBi5XI5UKsVms/Hqq6+ya9cuFAoF8fHxgpufTCajXbt2lJeXYzQaf9eZaMe99Xo9FotFcF0uKipizJgxqFQq2rRpw4IFC7DZbFRXVxMbG8ucOXOQy+XYbDYCAwM5cuQICoVCcEc0Go2MHDlS6A8cSCQS2rZti4+PDy4uLhQXFzNgwIA7dhULDw/ntddeY9asWYwePZpp06YJbqo/Jy4uThBoNptNcAM0mUwUFhYSGRmJSqUSBMqkSZNuEIcajUZwz83NzUWv1zu5xf2eyGQyxo0bJ7gkHz16VGjXX331lRCivW/fvtTV1TFkyBAyMzO55557gNa+V61WC+7hLi4ujB49GldXV6fnKJVK3NzcCA8Px2AwUFVVdUeCrqWlhbi4OME60tTUJLiDO3CI90ceeYTc3FwOHDjAW2+9hUwmQ6lU4ufnh0Qi4dKlS0RHR9Pc3IyrqysnT57kxRdfRC6XM2zYMPr06YPJZCIpKYnk5GTmzJkjuN05xKSjf3es33vkkUeECUYHcrmcoKAg1Go1Op2OxsbG313QhYWFMWPGDEHwL126FGid6EpJSWHgwIFERUXh5+cneBmEhYXRvn17ZDIZvXr1ory8nICAAPz8/LDb7WRmZqJSqTCZTBw6dIinn37aye2wQ4cOBAQEkJCQwOTJk39XK/71jB8/XuhzDx48SO/evQkODqZDhw64u7tjNptRqVQUFBQIbuoHDhygS5cu+Pv7o1KpeOmll4Q14hs3bmTQoEGEh4ejUqlwc3Njy5YtWK1WKisrmTJlClarFY1Gw7lz5+76Eg4RERGR/0v+dILObrdjtVo5deoU2dnZAFRWVgoDp98bx8BcpVIRFBSERqPhgQceYN26dbzwwgv4+/tz7tw5UlJSsFqtXLt2jV27dgkDmmeffRaz2YxSqXQaHCclJSGRSG65PsvHx+cXg2TciqamJr777jvkcjnHjh275Q+uWq0W1i9JJBKMRqPgkuYInnL9QLKwsJCTJ0/eMl3e3t6YzWaMRuNdE3QGg4GzZ8+Sl5cHtM6M9+jRA4BZs2YRGxvLuXPniI+Pp7q6mtraWvLz81m5ciUzZsygrq5OsLqaTCZ0Oh1nzpyhoKCA/v373/A8T09PTCbTHe+1aLfbhbWFZrMZDw8PysvLCQwMFATFtWvX2LFjB0ajkaamJux2O5s3b0YikRAQEMBDDz2E1Wplx44dPPbYY5w5c4ZOnTpRV1fHvn37mDx5Mjqdjq1bt9LU1ER9fT1Go5HvvvsOaBUiU6ZMQafT4ebm5jSLf+rUqVtOgshkMjw9PdHr9b/7fkt6vZ61a9cSHh5OeXk5fn5+NDY28vXXX/Pkk0/i5ubGrl27qK+vx2AwkJeXJ+SnTZs2PPvss4LV09HGdDod0dHRbN261elZ3t7e/P3vfwdarSmOwAd3KuhaWlrYunUrMpmMxMTEm9ZtiUSCUqkkLCxMaM8Wi0VIoyMYhWNA39jYiKenJ+np6UJddvDKK68ArXXPEYzkbmEwGEhMTKSsrAyA/Px8wYI4Z84cYmNjSU5OJjExkZKSEr788kuys7NZs2YNjz76KA0NDbi4uAiCwmq1Ul9f7zTRAgjC1cPDQwjScad4e3tTVlaGVCoV1nteT2VlJT/88AMAdXV1FBUVCZ99fHx47rnnqK6uZv/+/UybNo09e/YwYMAAdu3axeHDhxk5ciQ1NTVs2bIFo9FIVVUVpaWlQv3r1q0bf/vb36itrcXDwwOZTEZzczMtLS20a9dO8GBw0LlzZ6Kjo7HZbGi12t/cn98Km81GSUkJe/fuFfp4x3v18fFh+vTplJeX8/3333P16lV27NhBTU0NWVlZ6HQ6wRLf2NhIYGAgly9fplevXmRnZ3Pfffchk8mYMmUK0dHRmEwmvLy8uHbtGnv27OHpp5++60FEWlpa2L9/P8888wze3t5kZGQIffqQIUPYvXs3iYmJDBkyhNDQUDZv3syIESNISkoSJhyOHTtGdnY2drud/Px89Hq94Fo7fvx4fH198fPzo127dpw9exaFQkFoaOhds4iLiIiI/FH86Xo1R8SrmJgYoWO+W/7sDreV7du3M3r0aPbv309hYSGBgYG4ubmxfPlylixZwsiRIzGbzQwePJgVK1bw/PPPk5eXR5cuXfDz86OqqgqbzeYUYUulUiGRSG45uDSZTL85X8eOHcPFxYW+ffsyZMgQ5HI5xcXFTtfo9Xruvfderly5gouLC76+vvTs2ZNjx45ht9uRyWRIJBJMJpPwHYVCgaur6y3TbDabkclkd83d0m63U11dTY8ePYSZ29raWuF8hw4dkMlkhIeHI5PJaGhowM/Pj8DAQPr37y+IZ5PJJAxGZDIZLi4utxS9ZrMZqVR6xz/wCoWCWbNmsWfPHnbs2IHVamXRokXCOkmAkJAQXnnlFTZs2EDv3r1JS0tjxIgRpKWl8dRTT9HU1MSbb76Jj4+PsO7HbDbj5eXF4cOHUSgUjB8/nunTp5OWlkZgYCCLFy/mueeeIz4+nilTpiCTyVCpVE5RVB15vlU5OawOv3dQlJaWFlavXk1tbS3+/v5kZWVRVlZGdHQ0V65cYfPmzTzzzDNMnz6d1NRUOnfuzA8//MDs2bM5evQoQ4cOBRDS5Vi729jYiKurK5WVlbz//vv4+Phw9epVwSptt9sxmUwoFIrfFMjBYXUeMGAAvXv3RqvV3iCG9Xo9PXv2pKysDE9PTywWC8OGDePUqVPYbDakUilSqVQQZ2VlZbi5uVFRUcE999zDsGHDBFdAR/1w1L272Z7Ky8vp0qULHTp0AHASHWFhYchkMkJCQvD29qa8vJwOHTrg7e1N//798fT0RKFQCFEvHVEUGxsbCQgI4IUXXsBut7Nr1y7B6mexWJBIJHfcntzd3XnppZfYsGEDBw8epHv37kyfPp158+YJ1wQHBzNr1iy+/fZbhg8fzr59+xg2bBgVFRWMHz+e6upq5s6dS9euXUlKSiIvLw+lUklkZCQ7duzAy8uLAQMGMHHiRMrLy5FKpZw9e5Zp06aRk5PD8OHDAXB1dRUidzomwSQSCW3atOH5559HJpNx7NgxwS3cEXH1925Pzc3NeHh40KlTJ6H/SktLA1qtg23atKG8vJx77rkHmUxGTEwMGRkZRERE0L59e6qqqsjLyyMkJISgoCCKiooICwvD29uboKAgwesCWjfTfuKJJ3jjjTeYOnUqYWFhdz0oSkVFBUVFRcLvvJeXFz4+Pmg0GuRyOb169aKy8v9h77zDo6ryx/1mZjLJpCekkQoJhF6jNOkEAkZAQATFVYFFpFjWXd31y8oiKiq4u4iKIKwrKDVAINQJCYEESAUSCGmk9zZpk0mb9vuDZ+5DpGgi7Or+7vs8PmrmnnPP57R7PuWcU0W/fv0YP348KSkpGAwG6urqeOyxxzAzM+Ppp58mMjJSOJRm0qRJxMfHM2fOHFxcXKitrSU9PZ2MjAyMRiPPPfccWVlZuLq6iqdeioiI/E/xq7u2oLm5GbVaTXBwMOPHjycwMFA44fBhYzQakcvlrFmzRpjgDQYD7e3tTJkyhenTpwO3D01ITEzkwoULtLW1UVZWRlRUFM3NzcJmeZlMRl1dnZC3m5sbCoUCo9FIr169sLKyEj4gRqNROMGvKwwePJgXX3wRuG2pDQwMZPr06R2OHt+3bx8ZGRkcOHCA7t27c/PmTY4ePUp8fDzff/89lpaWODg4UFRUJCiidnZ2goXd09MTLy8vYYFqNBrJzs5+JKe5maiurqalpYUpU6Ywbtw4Hn/8cVxcXO56zsnJiatXryKVSgkICCAnJ4fm5mYUCgUBAQG0tLQI1n25XE63bt2EEMXHH38crVYrLFZKSkqwtrbu9OE0bW1thIaGUldXh62tLZaWlsTGxgoKgdFopL6+np07d9LU1CQoJ/7+/tTU1LBnzx5aWloYMmQI8+fPF46O12q1KBQKli9fjouLCy0tLdTX13P8+HEKCwsxGo0kJCSQl5dHQ0MDOp0OT0/PDuG7ZmZmODs7I5VKkUgkBAQEdPCYNDY20t7eflfY3C/FYDAwcOBA/vznPwt9Sq/Xo9Pp+NOf/sSgQYPQarVUVlYSGhpKUVERLS0t5ObmEhcXR01NDTqdDjc3N7RaLXV1dTQ1NVFeXi6EYBUWFpKfn09xcbFQp62treTl5QkLdoI6IAAAIABJREFUw84SEBDASy+9BNxeVA4fPpxp06Yhl8uFfrRnzx5SU1MJDw/H2dmZ4uJijhw5wuXLl9m9ezdyuRxHR0fy8/PR6XSEhYXh6+uLVCqlqqqK/Px88vPzaWxsxMzMTPAoKBSKR+btVqlU1NTUCAe9jBgxQtgrdScODg5cvXoVnU5Hnz59KCsro6GhAWtra3r06CEocUqlEg8PDywtLamvrxdkMu23g9uKrLm5eac9vxqNhu3bt6PRaOjRowdarZb4+Hhmz54t9NPa2lp27NiBnZ2dYMDo3bs3KSkpHD9+nJaWFkJCQpg5c6Ywxk1GqJUrVwpRERUVFXz//fdUVVXR0tJCYmIiRUVF1NbWotfrhUNitFotJSUlwhzU2NgoyHzneNNoNGg0mrtCMn8p169fZ+jQoUyYMIExY8YwfPjwe0Z76PV6srOz8fb2xsPDg/DwcCGs0BQxMGDAABwdHQkNDcXa2pqvv/6auro6VCoVaWlp/PDDD2zevJmnn36ayZMnP3Jlzmg0cu7cOfz9/dm2bRuFhYUMGDCAUaNG0bt3bxoaGujevbvgda+ursbb25vw8HAcHByE9k9KSiIyMhIHBwdaW1uRyWQMHDiQTZs2UVxczODBg7Gzs+P5559HJpMxbNgw6urqsLGxeaSHe4mIiIj8p/nVeehUKhVeXl6ChTc8PBylUsmzzz770N8llUoJDg5GJpPRr18/YYG5cOFCYf+ETqfjyy+/JC8vj5ycHPR6PV999RXNzc18+OGHLFiwgKCgIMaMGUNWVhZjxowBYOTIkWzZsoXx48czePBg3n//fYxGI3Z2dlRUVFBdXd1lRdUUMmVCIpHQ2trKunXrsLCwwNLSEhcXF8aMGcO5c+fYvn07RqMRhULBq6++SmVlJRKJhEmTJhEVFSVY13v16kVKSgrW1tYEBgbyySefUFRUxNKlS4XT54KCgrp0xP/PITU1lb59++Lk5ITRaCQ8PJzIyEh+//vfd3guPT1d8EBaWVnx1FNPsW3bNrZs2cK4ceOIi4ujuroaFxcXHB0dcXNzo7a2FicnJ/z8/Pjuu++YMWMGAPHx8Tg5OXX6+HipVEqfPn0YMGAA6enpLFiwAAsLC5qamvjiiy947rnn0Gq19O7dGxcXFzZv3kxgYCCOjo6sXLmS2NhYbG1tefnll5HJZAwYMAC1Ws3YsWPp37+/oPzHxcXx3XffoVKp2LNnD83Nzezbtw+j0ciWLVtYvXo1PXr0oLm5WThcwM7ODl9fX8rKyvDw8KCgoIAffviBiRMnArcPuhgyZMhD9yhYWVkxbdo0pFIpixYtoqWlBTc3N2bOnInRaKR79+4UFhby97//nbq6OrZs2UJrayuZmZm0trayfv163n//ffr27QtAbm4u5ubmeHl54ejoSGNjI0ePHsXCwgK1Wi0YG7Kzs1EoFPTt27dLC9H7tf0nn3wiHKRgbW3NuHHjyMjI4IsvvhCMP2+++SY1NTVIJBJGjRrF/v37qayspKysjGXLlpGZmcnly5fJycnBYDAIB2s0NzeTk5MjnJT4KMjKyqJPnz6CfJGRkRw/fpznnnuuw3PZ2dnk5+ezaNEirKysmDVrFtu3b2f48OGMGDGC8PBwSktLKSoq4oknnqC8vJz09HT27t0reAH79OmDXq8nISEBT0/PexpiHoRpv6iPjw/ffvutEMqen5/PwYMHeeONN9BqtULY9I4dO5g6dSpOTk6sXLmSS5cu0b17d+bPn49MJqN///5UVVUxffp0+vbtK4ynqKgo9u3bJ4Remk7XlEqlFBQU8Mc//pExY8YQFhaGRqOhqamJxx9/XKinffv2IZFIqKysFLyecXFxBAQEdOnE4vthNBpJTExk4cKFwO3w7a+++oq2tra7DDHR0dGEhIQI+0mTk5O5dOkSbW1tjBw5kurqanx8fBgzZgxeXl74+vpy6NAhrKys2Lp1q7D39M033+zylROdpb29ncbGRlasWEFdXZ0Q6WA6tGrIkCH06NGDlJQUhg8fzkcffURAQAAff/wx2dnZfPnll6xduxaj0cjKlSv55ptvKCkpYcWKFfTp04eWlhahzXU6HRUVFRiNRuEk6lGjRrF7925hn6WIiIjIbx0zjUbzwLiDlpaWLu2H6Comi75psWm6CNXa2vqRf2i0Wq1wP5zpXT8nLMPMzIyysjIOHjzI6tWraWxsxNramvb2diHcT6PRCHtRzpw5Q1FREYsXL8bc3LzL5VWpVNjY2GBhYSFcXK1QKDooXCavDyB4qe6U96uvvuKpp56ie/fugjVbLpcLyokpfC8zM5Njx47x+uuvPzIPnV6vFxbQpotu9Xq94MEwhduYjn03lcO0Z8f0Yd69ezd9+vThscceE/bDmI4lv3MPoEaj4ZtvvmHChAkEBgZ2ucwVFRW4ubkhk8nQ6/U0NTVhZ2cnKBd6vf5nHSRTV1eHlZVVB0Xr5/Q/g8HAiRMn0Ov1zJw5k9raWrp160ZbWxvW1ta0tbV1kH/Tpk08+eSTDB069JFa4mtrazE3N79rofsgmUzliY+Pp6CggGeeeQaj0YhEIqGqqkrYH9nW1kZjYyNOTk4cOXKE1tZWFi1a9IvmCJVKhZWVFQqFQrjE3cLCokN7PGg8mYw/kydPJiAgAEtLS2pqarC0tMTGxgaj0Sj0x7KyMkJDQ1mxYsVD9+zcWdY7+53ponfT/5tOBDSND1M5fjye9u3bh6urKxMmTABuK6M6nU4wvDQ2Ngptsnv3bubMmYOvr2+XyqzT6VCpVIISatrfamNjI7St6TRZa2vrB/bfmpqau+5b/KnxZGZmhsFg4MiRI7i7uwunpur1etRqNU5OTpiZmdHU1ERbWxt2dnZ88sknTJkyhdGjRz/U8dTa2ir0Mb1eT3NzszA3w+12MM1ld4a5tra2IpfLhQOSDAaDcOiQqXymMGGNRoOVldV/RIn7MVqt9q7vnykc3OTF1ul0KBQKVCqVENFiukTcFAoLt8Oyzc3N7zJS6fV6GhsbsbW1Ra1WC99HiURCe3v7PY2TpoOCRERERH7tWFtbCx+dX51C91vFaDQKH6if+qi3t7d3ad/Wo8AUmvRTZdHpdBiNxl+kgP6nMIXi/ZRMBoNBaLP/xoLmYaLT6TAYDD/pPf2tyGxa2MlksgeOJ9O4+7WMp5/b9/R6PQaD4TcznoxG40+2hSmi4VF58P9TmPYL/pz5zjSeZDLZI9sLKfKfRVToREREfiuICp2IiIiIiIiIyI8QFToREZHfCncqdL9eE72IiIiIiIiIiIiIiIjIA/nJGCVLS8tHtmlfREREREREREREREREpOv8pEL3qI8vFhEREREREREREREREekaYsiliIiIiIiIiIiIiIjIbxRRoRMREREREREREREREfmN8tAVOtMdTb8FHlRW07HVd2K60+dOTEdcd+Yder3+gWm6iuko9J9bhvvRFTl/KQ9qi/b29rvKc+d9YHfS0tLywHwepQwPQqfT0d7e/rOfb29vv6v/6fV64TLtO/kpmU1H6T9qHlS/er3+LvmNRuM966Stre2+94Xdrw4eFXdeUGxCp9PdVacGg+GB5fpPltloNN73faa76X7MvcbSveaBO99xr7b+b83/pmsu7se9xsD9/na/vne/d3RmXD8q7jeWHlS2e8ljuvvt18jP/SabuF8f/TW0l4iIiMjD5qEqdEePHiUkJITVq1fT1NT00PK9evUqS5cu7XS69PR0QkNDhUl/9+7dpKamUlxczIIFC5gxYwZffvllhzRarZatW7cSFBTEyy+/THV1NQDJyck8+eSThISEcPbsWQA0Gg0rVqwgKCiIjRs33nW9w969e5kxYwYLFizg1q1bgixz587lqaeeIiIiotMyffbZZ1y/fh2AhoYGtm7ditFoJDo6mpCQEJ5++mkSEhIAKCgoYM6cOcyYMYN//etfwO2F5XvvvUdQUBArV66kvr6+Q/4JCQmCnNHR0cDtS1tfeeUVgoKC2Lx5c5cWp6mpqRw7dgyj0YjBYGDHjh2kpaWRn58vlHHbtm0d0uh0OjZv3kxwcDDLli2joaEBgOLiYl566SWmTZvG/v37hY/8e++9R0hICH/5y19Qq9Ud8oqMjGTOnDnMmTOH1NRUsrOzmTRpkvDPpk2bOi3Tjzl69KjQNwD2799PcXExWVlZLFy4kODgYMLDw4WF1NGjR5kzZw4ajaZDPl988QUhISE888wzVFZWApCbm8vzzz/Pk08+SVhYGAaDgdraWt59912efPJJPvroow6LF4PBQFhYGMHBwSxatIi8vDxSUlI6yPzXv/61U/I1NzfzxRdfCOW9dOkSBw4cQK/X8/XXXxMcHMzSpUvv6lORkZHMnDmTOXPmkJaWBtxeVP3pT38iODiYd955h+bmZqHOZs+ezezZs8nPz++QT3FxMS+++CLTp08X3nunPIsXL76rLn+OTJs3bxbmq/j4eA4cOEB9fT2rVq1i7ty5bNiwQXj+8OHDgiy5ubnA7YucV69ezfTp0/n000/vGh+bNm0iJCSEl19+mZqaGk6fPt2h3Kax+XNpb2/nnXfeoby8HIDq6mp2794N3J7znnvuOZ566imOHz/eIV1mZiYLFixg9uzZHDlyBIDGxkb+7//+j2nTpvH2228Li93ExERhHoiKiuqQT1lZGb/73e8ICgriyy+/FBbaGzZsYNq0aSxbtkyYN7vK5cuXuXDhAnB7Ib9x40YuX77M8uXLO9RdeXk5ERERTJkyhVmzZpGSktIhn+rqapYsWcLUqVP56KOPBIVt69atTJ06lXnz5lFcXAzcbvu5c+cSFBTE+fPnO+RTWVnJkiVLCAoKYufOnWi1Wpqbm1m3bh3BwcH3nHN+DnV1dXzzzTfC/xcXF7N161a0Wi1RUVH85S9/6aBgffPNNx3kj4+Pp6ysjMWLFzN9+nS2b9+OXq9Ho9HwwQcfEBwczJtvvnmXEhMTE8OUKVOYOXMm8fHxgowvv/wyU6dO5bPPPntoit3OnTuFb1JbWxvffvstra2t1NbW8tZbb3HgwAHh2aSkJEJCQgT55s6dC8DBgwcJCgpi9uzZZGdnA1BYWMjChQuZMmUK+/fv76DYNTc388YbbxAUFMS6deuE+WXHjh3MmDGDJUuWCO0uIiIi8r/AQ1PocnJyOH36NKGhocycOZO9e/fe19LZGVJSUoiIiMDR0bHTafv27UtxcTElJSXk5ORQU1PDwIEDiYiI4N133+XUqVMUFRUJyhZARUUFbm5unD17lkWLFrF3717a2to4d+4ce/bsYc+ePezcuRO1Wk1MTAxLly4lMjISCwsLYYEHtxdKTU1NnDhxgnXr1hEdHY3RaKS4uJgdO3awe/dubty40WmZFi5cyKlTp2hububSpUt4e3uj1+tpaGggNDSUzz//nNjYWAwGAzdu3GDz5s0cP36chIQEqquryczMZPjw4Zw9e5ZRo0YRGRkp5N3a2kpERAR79+7lhx9+YNeuXWg0GqKjo1m5cqXwbGFhYafL3a9fP27dukVFRQXp6ek0NTXRt29fTp48yYYNGzh58iTp6ekd6vDSpUt069aNM2fO8Oqrr5KamopGo2H9+vX87W9/4+TJkwDU19eza9cuHnvsMZRKJTNmzOiwoFSpVFy6dInvv/+eb775BpVKRa9evVAqlSiVSv7617/Sv3//Tsv0Y8aOHcuhQ4coLS0lNTWV0tJSunXrxrZt2/j4449RKpVkZWWhUqm4cuUKTU1Nd1mQIyIiMBqNHD9+nDVr1nDr1i0MBgO7du3io48+4sSJE1haWqLVajl37hxTp05FqVQSGBhIXV2dkE9paSmlpaWcPn2aDz/8kFu3bjF48GCUSiWnT59m+fLlTJ48uVPyWVlZ4erqytWrV2lsbOTChQvMmDGDpKQkFAoFp0+f5o033uDq1atCmpKSEpKTk9m/fz/btm0jISEBg8HA1q1bCQ4ORqlUMmHCBEpKSrhx4wa5ubkcOnSIzZs3U1JSIswhBoOBbdu2sXbtWpRKJXZ2drS2tgptuHv3bgIDAzt9UbeVlRUeHh4kJyejVquJjo5m2rRpZGVl8fzzzxMeHo5EIiE/P5+MjAzBSPTPf/5TkGX9+vW88MILKJVKBg0a1KHvhYeH4+TkxKlTp1ixYgVFRUVCmymVSl599VV69OjRqTLL5XLmz5/P4cOHaWtr49ixY/Ts2RO9Xk9kZCQbN27k0KFDd3kXz5w5w4YNGwgLCyM9PZ3a2lry8vKYNm0aZ8+exd/fn8uXL9PW1kZUVBR79+5lz549fPvttx0MdNHR0fzf//0fSqWStLQ08vLyyM7Opl+/fpw9e7aDktBV+vXrx+XLl9FoNCQkJGBpacmoUaP44osvUCqVfP311wwePBhzc3MqKio4ceIEmzdvZu3atR3yuXr1KqtWrUKpVNLQ0EBaWhpFRUVYWFigVCp58803BUPTjRs3+Ne//kVYWBhJSUkdPJmJiYm88847REZGolarqaqqory8nCeeeILo6GgGDRpEVlZWp+W0t7fHzs6OPXv2oFar+ec//8nYsWO5ePEiqampODs7d2jDxYsXo1QqOXXqFHPnzsXb25ucnBzefvttTp8+jUqloqWlhZKSEkaPHk1kZCSBgYEdFFSNRkNZWRnHjx9n69atbN68GaPRyMWLF3nrrbdQKpXcunWrw3fxl/DUU09x7Ngx6urqSExMRC6XI5fLCQsLw8XFpYMiFhgYSFhYGGfOnGH16tXMnDmT6upqampqOHXqFOvXr2fLli0YjUaOHj3Kp59+yunTp0lJSRGMX3DbILBgwQIiIyNxdHQkPT2dhoYGrKysOH36NK+88gqXL19+KPKJiIiI/Bp4aApdbm4ukyZNwt7ensmTJ5Ofn/9QQhsCAgJYsWIF3bp163RaiUTC+PHjOXz4MEqlkqCgIKRSKX5+fpw/f54LFy4gkUhwd3cX0nh4eBASEkJOTg6JiYmMGDECuVzOa6+9RmtrK9HR0QwcOBCFQsHkyZPx8/Pj2rVrFBUV4eLiIuRjbW3Nc889R2lpKRcuXMDX1xczMzOCg4Npa2sjMTGxS5eXenl54e3tjVKpJCIignHjxiGTyZg+fToqlYrExES8vb2RSCQEBwdjbW1NYmIizs7O2Nvb079/f4KDg8nIyCAxMZF+/foJecvlcv70pz/R3NxMVFQU/fv3x8LCgqlTp+Lt7c2VK1eoqKjAycmp0+WWy+WMGTOG/fv3c+7cOWbMmIFMJqN3795ERERw4cIFLC0tcXNzE9KUlJQgl8tZvXo1cXFxjB49mqqqKlxdXTl27Bhr1qzB398fR0dHTp8+TUVFBa+99hoVFRV4eXkJ+WRlZSGVSvn444/Zvn07vXv3RiKRIJfLkUgkREZGMnz48E7L9GOcnZ1ZtmwZ+/fvZ8OGDTz77LMoFAoaGhpwdHRELpej1Wqpqalh0KBBgvX5Tq5cuYKrqyvvvPMOFy5cYNiwYdTV1VFaWsr+/fv5wx/+gLu7OxYWFpSXl5OSksLrr7+OVqvt0C4VFRVotVpee+019u3bx8iRIwWZDQYDlZWVjBw5stMyjh8/nhMnTnD27FkGDhyInZ0dpaWlmJub89prr3H+/HnGjRsnPK9SqXBwcODDDz9k+/btzJo1i/b2dnJzc6mrq2PVqlWo1Wr8/f25evUq9vb2vPfeexw+fJj+/fsLp+w2NDRQVFREWFgYq1atolu3blhbWwuLw5MnTzJs2DDkcnmnZZowYQJKpZLIyEj69OmDo6MjQ4cOZeTIkRgMBlpbW7G1taWoqAg/Pz/+9re/sW/fPkJCQmhubiYrK4uMjAxWrVqF0WjEw8NDyPvixYvI5XLeeustrl27Rr9+/ZDJZMjlcjQaDZGRkTz++OOdLvNjjz2GRCLh6NGjFBYWMmLECMFr++2337Ju3Tr69u3b4ZRio9GIo6MjlpaWWFhYkJWVxYABAxg+fDjp6ekUFxfTu3dv5HI5b775Ji0tLZw7d44BAwZ0uLpm3rx5uLm5kZiYiE6nw9XVlZ49ezJlyhSys7O5cuUK3t7enZbpThwcHBg+fDg7duwgISGBefPmCf1XJpMRFxfHsmXLcHJyYuHChVRVVREXF8f06dM75DNx4kR69epFSkoKDQ0NeHp64uHhwfPPP09+fj6RkZEMGDAAMzMznn/+eVpbW4mJicHBwaGDcWDq1Kk4OzuTlJSEWq3G1tYWHx8fHn/8cdLT0yktLe0wd/1cJBIJs2bNIjY2ll27djFs2DAGDhzI448/zu9//3tsbW07PG9ubo5cLkelUmE0GnF1dWXUqFE4Oztz7do1ZDIZ5ubm+Pv7M2LECDIyMsjPz+8wz1tZWTF37lxqamqIj49n7NixmJmZERISgo+PD8nJybS0tHT4Lv4S3N3dGTt2LOHh4ezcuZPg4GAkEgkLFixg2LBhd9WHXC6nra1N8Cg7OTnx+9//ntLSUmJjY4XyLlu2DCsrKy5duoS5uXmH7+n48ePp378/KSkpZGdn0717d2xsbJg5cyaFhYUkJyf/4j4qIiIi8mvioSl0arUaBwcH4PZHRyKRPJT9FFZWVp22ut9Jc3Mz58+f59KlS9TV1WE0GlEoFOTm5nLhwgWsrKw6hJZIpVIMBoNg/ba1tcXMzAyFQkFcXBwxMTEMHDgQAAsLC4qKijhw4AB+fn7IZLIO+Wi1Wk6fPk16errwsZfJZMTGxhIVFdWlBYBer6eqqoovv/wSg8EghLdJJBLOnDlDcnKyoPzK5XLS0tI4deoU3t7eGI1GzM3N0Wq1hIaG4uLigkKhEPKWSCQoFAouXbpEbGyssAiwtLQkNzeXAwcO0LNnzy61h2mPUWRkJElJSVRXV2M0GrG2tiYrK4sLFy5ga2srtIXRaKS+vp6bN2/y/vvvI5VK+f7772lqaiIxMZHRo0ezfPlydu7cSUlJCWVlZajVatatW0dhYaEQlgpQVVVFYWEhr776KuPHjxcs8gBRUVH4+PjQvXv3Tst0LxlzcnIEb6wpJG7y5Mns3buXsLAwMjIyaGtrQ6FQdOgvJplVKhVRUVG8/fbbWFlZceTIEWpra6mpqWHy5Mn86U9/4tixYzQ1NZGamoqLiwtr164lISGhQwiRSqUiLy+P9evXM2TIkA5hfSkpKbi7u2NlZdVpGevr62loaGDnzp00NDRgNBqpq6sjPT2d999/HxsbG7799lvheY1Gw7Fjx3jllVeYPHky7777LhqNhqamJtRqNX/7299ITEwkPj6eiooKbty4wR/+8Af8/Pw4evSo0E51dXXU1dUxZswY3nvvPU6cOCF4JIuKioiPjycwMLDT8phkamxs5Ouvv6apqQmDwYCFhQUSiYSYmBj8/f1xdnamqamJvXv3smrVKoYMGcIHH3yAWq2mubkZW1tb1q5dy4ULF8jIyABu94fq6mpSUlJ499130Wq1QkiuKSR2zpw52NnZdbrMNTU1NDc3s23bNuzt7amtraW9vZ2LFy8Koa+7du3qMLf5+vpy8OBBjhw5QlpaGq2trZibm1NbW8vRo0exs7NDJpMJ892lS5eIiYm5y3ttaWlJdnY24eHhjBo1CjMzM+RyOQ0NDRw+fBij0dglY9WdmIyBR44c4datW5SUlAi/NTY20tjY2MEwExERQVpaGn5+fh08WhYWFpSUlHDs2DEGDhyIVCrF3NxcCHlubm7G2dkZuD03X758GaVSeZfX1MLCgps3b7J//358fHyEfKqqqjh48CAtLS1YWFh0Sdbi4mK8vb0JCwvDzMyMuro6bGxskEju/XnW6XRs27aN8ePHCwrezZs3CQsLw97eHjMzM2QyGQ0NDRw9ehSZTNZhrjG119mzZ7l69Sq+vr4YjUYsLS3Jz8/n+PHjjB49+r7v7yx6vZ7i4mL27NmDVCqlpqYGABsbm/tei5SdnU1AQABWVlZIpVLkcrkQUWMy1llZWZGamsqJEycYNGhQh7zkcjnl5eUcPHiQXr16IZfLkUqlNDc3c/z4cQoKCrpkmBQRERH5tfLQFDo3Nzchtl2lUiGVSn8VF5LX19cLh5A0Njai1WpJSEhg7dq1rF+/Xgi9M1FdXU1zczNr1qzh+eefZ9OmTTQ2NpKdnc0zzzzDp59+SkxMDKWlpVy9epX+/fvz6aef4ubm1iGE0pTP6tWreffdd4mJiUGn05GXl8eCBQtYt24d165d6/QhHQaDQVBK7e3thbC90tJSli9fzjvvvINSqaS9vZ2CggImTJjARx99RG1tLdeuXaOgoACpVMr777/PjBkzOuxBU6vVZGdns2DBAjZt2kRMTAzl5eUkJyczdOhQNm3ahL29vbBg7QxGo5GGhgZh/1hjYyOtra0kJCTw8ccf88EHH+Dt7S3s1zEzM8POzo4nn3wSDw8PJk2axPXr17Gzs0MqlTJmzBj69u3L4MGDaWxsxN3dnSeeeEL4t0qlEt7t7u6Ot7c3/v7+DBs2rIPXR6lUMn/+/E7Lcy8MBgNVVVW4uLjg7e1NbW0tRqORoKAgxo8fj6+vL0888cR9vc1mZmY4Ojoyffp0vL29eeaZZygvL8fR0RFXV1cGDRpEz549cXZ2RqvV0rNnTwIDA/Hw8GDw4MEUFBQIeTk7OzNy5Ei6d+/OY489JuxHa25uZvfu3YKVu7Oo1Wr0er1gsIDbYWPTpk3Dw8ODCRMmdAi5tLKyErwko0aNEsJ15XI5wcHBeHl5MWvWLEpKSvD09GTAgAH4+PgwZcoUWlpahPHRrVs3nJycGDp0KD4+Pnh5edHa2opOpyMsLIzXXnuty/ONWq1Gp9Mhk8nQarXCeDh//jzXrl1j9uzZwO0F6PTp0/Hz82PixInk5+cLXt4JEybg7e3N2LFjhb4nkUhwdnYmKCgIT09PZs6cSWVlJUajkaqqKkpLS5kyZUqXytzW1kZDQwMSiQRra2taWlrz2CnEAAAgAElEQVSQy+UMHz6cAQMGEBAQIHgBTYwbN46xY8fi7+/PgAED8Pf3p7i4GFdXV9577z2GDBnCwYMHaWpqIjs7m2effZaNGzcK8wDcViZu3LjBqFGj2LBhA62traSmppKfn4+1tTXvvfce8+fP59y5c78o5F6v1wvGqvb2dmH/LNw2wgQEBGBhYUFTUxPFxcUsX76cv/71r3z22WeCom8wGMjOzqZ///6sX78eOzs7zp8/T2lpKRqNhj//+c/88Y9/JCwsjMbGRnJycliwYAEbN24kLS2tQ5hpamoqTzzxBP/4xz8EBcXklVu3bh1jxowhJiamS7Kq1WpBcTF51h9EWloa7e3tDBgwAIC8vDzGjBnDhg0b0Ov15OfnU15ejr29PWvWrGH06NF8//33QvqWlhaKiopYtmwZ7733Ht999x1VVVWkp6czbNgwPvzwQwBh39svxWAw0NzcjL29Pe7u7h3a8l4YjUYhVBSgtraWkpISXn/9df7yl7+wfft2VCoVSUlJTJ06lY0bN1JRUdFh/ktNTcXPz4+PP/6Y3r17k5CQIIRkvvXWW7zyyitdbi8RERGRXyMPTaEbPHgw58+fJzMzkx07djBq1Ki7PBD/DcaOHUtwcDDjx49n7NixgtUxNTWV6upqbty4IexDKC8vp6ysjO3bt1NTU8OtW7cEz9batWvJyMigqKhIiMU/d+6c4CnIzc3F1taWW7dukZCQQFtbG59++inl5eXk5eVhbm6OmZkZhw4dIjMzk+rqanQ6HVKptFPymJubM3/+fFxcXHjhhRfw8/NDr9ezb98+ioqKKC8vFxaZR48eJS4ujqqqKioqKujWrRuZmZl8+eWXqFQqrl+/jpubG1VVVezbtw+dTsfbb79NVlYWhYWFwkIjIiICpVJJXV0dBQUF2NjYdLodpFIp48ePZ+rUqYwfP54xY8YglUrR6/WkpqZSVVXFjRs38PDwIDs7m4qKCgYMGMCZM2eorq4mKiqK0aNH4+XlhZeXFzExMWRnZwteqqVLl3Lt2jVUKhXR0dG4ubmRlZXF1atXGT58OPX19eTn53Pt2jUkEglmZmZcu3ZNCFd6GMhkMubPn8+QIUNYuHAho0aNQiKRsHPnTmFBU1dXd8/9oJmZmZSUlDB9+nQuXrxIZWUlu3fvxsfHB2dnZ3r16kVaWhrFxcXU1dUJi/dr164JXqC+ffuSmppKTk4OPj4+5OfnU1NTQ3JysrD4i46OZujQoXh6enZJxv79+/PCCy/QrVs3Zs6ciZmZGX379uX8+fNUV1cTHR3NuHHjqK6uJj09HU9PT2praykuLubSpUv4+/vTrVs3JkyYwPHjx6msrOTQoUP4+fkxefJksrOzKSsrQ6lUYm9vT0tLCydPnsTa2poBAwaQkpJCaWkpZWVlWFlZUVFRgU6n67J3Dm7vtV20aBEODg7MmjULqVQqjJO5c+fS2NiIWq2mX79+3Lx5k5KSEs6ePUtAQADdunVjxowZnDt3joqKCmJiYnB3d+fChQtkZmYyZ84c4uLiqK6u5uDBg3h5eWFmZsaVK1cYM2ZMl706rq6uLFiwgO7duzN37lw8PT2RSqV4enqSm5vLrVu3aG9vx8bGhrS0NHQ6HUeOHKG5uRlra2t0Oh0+Pj6kp6dz4MABamtrycnJwdPTE71ez5o1a8jMzKSoqAi1Wo1EIuGrr76ipaWF77//nqioKGpqasjOzsbOzo6CggL+9a9/UVNTQ1paGnZ2dl0yGJiwtLRkypQpwj+m8OC6ujp++OEHnnjiCeC2B3jbtm0UFhaSm5uLubk5lpaWxMXFodVqiYiIIDw8HJVKRWZmJs7OzpSXl/P3v/+dyspKrl69irW1NZaWlnz++edkZGRQWVlJc3MzUqmUo0ePolarOXXqFDExMdTV1VFRUYFCoaCoqIi9e/fS2NhIUVFRlz0+ffv2Zc6cOQwePJhnn332nvkUFhZSXV2NVqvl5MmTvPHGG0KkRGxsLDExMdTW1lJeXo6TkxN5eXns3buXuro68vPz8fb2pqysjIiICFpaWvj3v/9Nfn4+BQUFgkfVtDWhpqaG9PT0Lu1bvxfm5uY8++yz9OzZkxdeeEGYi+6kvb2dyMhItFotSUlJaLVawUtaW1vLp59+SklJCZmZmVhaWmJjY8OmTZtISEigqqqKsrIyFAoFe/bsobq6mkuXLnHkyBHq6urIyMjA3t6etrY2tmzZQnV1Nfn5+R2iU0RERER+60jXrFmz7mFkZGlpyZAhQ7h8+TI9evRg2rRpnVZWHoREIsHX17fT6RQKBa6urgQEBNC9e3ckEgn+/v6kp6dz/fp1RowYIeztGjhwIL6+vsjlci5evIi5uTkvv/wydnZ2DB8+nPj4eEpKSli4cCE+Pj4MGzaM3Nxcrl27xtChQ4WDKfR6PX369MHV1ZWLFy/S1tZGSEgINjY2+Pr6kpiYSEFBASEhIV3aG2hnZ4eTkxODBg3C0tISqVSKm5sbFy9epLq6mmeeeQZHR0f8/f1JSUkhPT2dqVOnMnjwYHx8fGhtbSUpKQlXV1eefvppWltbqaioYOjQoTz++OPExcVRWlrKs88+i5eXF4GBgWRnZ5OSksJjjz3GkCFDuhSOY2qLvn374u7ujlQqpXfv3ly/fp0bN24wduxYRowYwe7duxk2bBg9evTAzMyM2NhYvL29mT17NjKZjNGjR5OUlEReXh4LFy7E19eXnj17UlNTw+XLlwkMDBTawmAw4OnpiZeXF+fPn6e9vZ2ZM2dibW2NSqVi+PDhXQo9vB+2trbY29vj5+cnhJ0FBASQmJhIXl4eISEhHfamSKVSBg4cyGeffcagQYMYMGAACoWCixcv4uHhwaxZs5DJZPTq1YukpCRycnKEPDw8PCgqKiIxMZEJEybQp08fqqurMTc3x9PTEwcHB5RKJXK5nHnz5iGTySguLiY4OLjL3iy5XI6DgwP+/v4EBAQAt71n5ubmnD9/XlAw4uLiUKvVDBo0CC8vL6Kiomhvb2flypVYWloSEBBAZWUlV65cYdy4cYwePRo7Ozu6devG+fPnsbGxISQkBIDy8nJ69OhBv379uHr1KhkZGYSEhODl5UV9fT0+Pj64urp2uc3ulKlPnz7AbQ+7ra0txcXF5OfnY2dnh5+fn9CPZDIZS5cuxcLCgkGDBpGTk0NqaiqTJk1i0KBBlJaWYmNjw+DBgzEYDIIyGxQUhEwmo7a2lsGDB3e5HaRSKXZ2dvj4+NC3b18hVNLb25u4uDiKioqYP38+CoWCU6dOMWTIEHr06EFycrIw9zg5OeHp6YlKpSIhIYEePXoQEhKCQqEgMDBQmAcWLFiAu7s7t27don///owePZq0tDTS0tKYNGkSgYGB+Pr60traSlxcHA4ODkybNq1L+xlNmJmZYWVlhbu7O3379hWMLmVlZQwZMoRevXoBt/cqe3h4EBsbS01NDW+88YZwiu706dOFw5hSU1N5/PHHGT9+PN27d8fKyko4FGP+/PmCwSA+Pl4Yp66uruTl5eHr68tjjz3GzZs3SU1NZcyYMfTp0wd3d3fUajWxsbH4+Pgwfvz4Lhkx5XI5tra2eHt74+fn1yGkXSKR4OnpyalTp3B1dcXKygpLS8sOSpGvry+ZmZmkpKQwbtw4evfujZubG01NTVy+fBl3d3eefvppmpubqauro3///kKdVVRU8Oqrr+Ls7MyQIUNIT0/nxo0bTJgwgZEjR/4ipfxObG1tcXR0pF+/fh3mW9O+Tp1Ox+eff87cuXPJyclh8uTJwhYOR0dH3N3duXTpknDisp2dHRMnThTmg2nTphEQEEBWVhY9e/Zk1KhRFBUVcfXqVfr168eYMWNwcnJCoVAQGxuLubk506ZNE5U6ERGR3zQbNmx43/TfZhqN5pcfRXkHRqPxoX0EHjWmsra1tREaGspzzz0nKKH3ksMUQnSvv99P5vv99qjq6X7l7myZoXNy/lJMebe0tHDgwAFefvll4TeDwXCXAnm/Mt7r2Z/z26PmQXWn1+t56aWX+O6774QF4cOU2czM7D8yJu8sR2hoKOPHjxf2id6vHPcq+4PkuV8d/Ce5X9sYjcZfRd+7syyNjY0olUrhUJHOjO2fquvOziuPkjvfm5ubS2pqaodDhx7GvNjVNA+DAwcOEBwcLCg5D6Ns/415/n4kJydTUlLC008/fd9nuvIt/TX1UREREZGHjbW1tTCZPXSF7rdKW1tbl8OfRB4epgty/39rC41Gg7W19X+7GA+N9vZ2IcxY5L/H/4/jSafTYTAYfpGH8NdGW1sbcrn8f3Y8tbe3I5FIfhXbNERERER+K4gKnYiIiIiIiIiIiIiIyG+UOxW6/078mYiIiIiIiIiIiIiIiMgv5ifjG/R6PQaD4T9RFhERERERERGR/yq/5O5bERERkf8GP6nQme4NExERERERERH5X+Z/dZ+iiIjI/zZiyKWIiIiIiIiIiIiIiMhvFFGhExERERERERERERER+Y3yq1fojEYjOp1OuDPnYaLX6++br8FguOs3o9F4137Ce/3tp95hMBgeyb7E++X7IDl/Lkaj8ZGF3j6ofPdr/x+nMbXDg/K5V9s9qr71oLLerzw//u3H8t2r/n+qDz+q/nAvHrTf1hS6/TBk+k+EgJv6xv/S/uEH9fVH1SceBQ/qS/eSwfTbj9tSr9ffsy89qJ5+7X3il46Pn5pHHxZd+QZ2No1pDP/4b1qt9jfT10VERER+LtI1a9ase9ADnZ3c6+vrOXjwIDKZDFdX119UOI1Gw5EjRzh37hz19fX07t27U+nLysrIzs7G3d0do9FIQkKCMMnv37+f2NhY2tra8PX1FeLmdTodsbGxHD16lOzsbPz9/bGwsKCgoIA9e/aQlJSEra0tLi4utLa2cujQIaKiolCr1Xh7ewsXkwMkJiZy+PBh0tPT8fT0xMbGhsLCQg4cOEBCQgI2Nja4uLh0SqbIyEjkcjl2dnY0Nzdz+fJlfHx8yMrK4sCBA1y9ehVnZ2ccHR3RarWcOHECpVKJXq/Hx8eH1tZWtm7dSkJCAgkJCRgMBry9vYX89+/fz7lz50hISCA3N5eBAwfS3t7O/v37iYqKor29HS8vr05dklxXV4dSqcTf3x+pVEpJSQmFhYU4OzsTFxfH4cOHuXXrFl5eXlhZWXVov9DQUGJjY7GyssLd3R2NRkNYWBiRkZFUV1fj5+eHmZkZ8fHxHD58mOvXr+Pt7Y2NjY2QT15eHnv37iUpKQlra2tcXFwwGAwcPnyYM2fOUFtbS48ePbp8B1JbWxvnz5/Hw8MDmUxGfn4+ubm5dOvWjYiICE6ePElJSQm9e/dGKpVSVFTEnj17SExMxNrausM4aWho4MCBA5w/fx6NRoOPjw8AUVFRHD9+nKysLPz8/LCwsCAjI4ODBw9y5coVnJ2dcXBwEPpxdXU1Bw8e5MKFC5ibm+Pm5oZOp+PcuXOEh4dTVFSEv79/pzb/t7a2EhsbK8iZk5NDXl4ebm5uxMbGEhYWxq1bt+jdu3eHO8AyMjIIDQ0lKSkJT09P7OzsaG9v5+jRoyiVSiorK4W+kZSUxOHDh0lJScHX17fD3XwqlUqoG7lcjru7O1988YXQl7Ozs+nbt+/PbketVsvp06dxdnZGoVDQ0tJCcnIyHh4eJCYmcvToUW7evImPj4/QL5uamvj3v/+Nq6sr9vb2Ql4XL14kNTWVPn363PWeyspK9u7dS0BAgHAfnGlspqen069fv5/dBg+itLSUnJwc3NzcMBqNxMXFYWZmhlQq5fjx4yiVSmpra/H39xfGb3t7O2fPnuX48eMUFhbSu3dvZDIZ9fX1HDlyBBcXF2xsbKitrWXv3r1YW1vj7OwsvLO6upqjR4/i7++PXC6nsrKSQ4cO0a1btw7101mio6Oxs7PDysqKuro6Ll68iJ+fH9nZ2YSGhpKYmIi7uzsODg60t7cTHh7OmTNnKCsrw9/fv0MfuHjxIseOHePGjRv4+fmhUCgoLi7mwIEDxMbG4uDggLOzM21tbURERBAeHk5NTQ1+fn7CfK7X60lOTubgwYPcunULHx8fmpub2blzp9D/ysvL6du3b5fkVavVXLt2DXd3dyQSCdevX6eqqgonJyfOnz9PVlYWPXv2FNpty5YtwnuvX7+Ol5cXLS0tHDhwgAsXLqBQKHB1de0wPjIzM/H398fMzIzjx48TEREh/Obm5kZTUxN79uwhPj4emUxG9+7du7yfrL29nWPHjuHp6YmFhQW1tbWkpqbi6elJRkYG+/fvJzU19a5xZOLMmTOUlpbSo0cPAJKSkggLC+PatWv06NFDmBcaGxvZv38/er0eDw8PIb1Op+PYsWOcPn26w/xy7tw5jh07Rn5+Pj169Ljn/YxmZmbifXgiIiK/CTZs2PC+6b8fqoeutbWVf/7zn6SlpVFWVvaL80tOTsbS0pIVK1aQnJxMeXl5p9K7ublx9uxZ6uvrqa6uJiIigu7du3Py5El69+7NK6+8IixkTOTn55OYmMjKlStxcnJi7969tLa2sm7dOmbNmsXcuXP5+OOP0Wg0HD58GBsbG1atWkVqaip5eXlCPmq1mtDQUJYuXcqwYcM4ffo0BoOB06dPExwczDPPPMOZM2c6XSfu7u4cOHAArVZLZmYmhYWF6HQ6oqKiWLhwIVOmTOHYsWMYjUYuX75MdnY2L774Ivv27aOgoAC1Wk1WVhZLlixhyZIlBAYGCnkbjUZCQ0N57rnnWLJkCXPmzAFg69atODk5sWrVKpKTkzvU18/BwcGB5ORkUlJSMBgMhIeHC4vGy5cvs3r1avz8/Dh16pSQRq/Xc/jwYUaNGsWiRYs4dOgQer2emJgYJBIJK1eu5Pr166SmplJSUsLf//53lixZwvDhw9m8ebNgpW5ra+Pdd9/lySef5Nlnn2Xjxo3U19dz4sQJNBoNb7zxBpWVlVy7dq3TbWHCwsKCvLw8MjMzaW9v58iRI7i6upKenk5hYSGvvfYaOp2O06dP09bWxoYNGwgJCWH+/Pm8//77NDU1CfW/Z88ePDw8WL58OXv37iU3N5fMzEzi4+N59dVXsbe3JzIyUmirefPmMWPGDKF/mTh27BhDhw5lxYoVXLhwAY1GQ35+PgUFBbz22muYmZkRGxvbKTktLS3JzMwkLy+PlpYWQkND8fHxISMjg7i4OF555RWcnJzYs2ePkKampobdu3czf/58Jk+ezAcffIBerycsLIzGxkZWrlzJrVu3SEpKoqysjH379vHiiy8SGBjYQSaj0ciuXbsYMGAAq1evJiYmhvr6eqEfL1y4kPr6+k4Zn0wXn4eGhqLX60lISKCgoACDwYBSqWTx4sX06tWLmJgY4LZxa+fOndy8eROVSiXk09jYyI4dO8jIyLjrHUajkZMnTxIVFUVra6vw9+zsbOLj44mLi+tUGzwIFxcXzp49S2NjI5WVlURERODu7k5ERAQ6nY4VK1Zw48YNUlNThbKlpqZy48YNVq9ejbm5OXv37qWsrIwVK1Zw8+ZN6uvrUavVfPbZZ9y6dYvKykrhffn5+SxbtoyUlBTa2tooLS3lww8/JCcnh9ra2l8ki8Fg4Pz58xiNRmJiYtDr9dTX17Nnzx7mzZvHtGnT2LhxI3q9npMnT1JVVcWKFSvIz88nPj5eyCc9PZ1du3axePFievbsKcznmzZtYsKECSxevJhjx47R1NTElStXqKys5M0330SlUpGdnS3kU11dzYULF3j11Vfp2bMn0dHRODg4sGTJEhYvXsywYcNobGzssrwWFhZcvnyZuro6Ghoa2LVrF+7u7uzbt48rV66QmpraoW+b+v3ixYupra1Fp9Oxa9cuhg8fzrJlywgPD0etVt/1nNFoxNzcnODgYJYsWcKLL74ozMtffvklEydO5He/+x1r166lqqqqy/LI5XJ0Oh2RkZFCW2o0GlpaWoiKiuKll15i7NixHDlypEM6o9FIdnY2u3btoqioCICCggK++eYbFi1axJAhQ9iyZYswL8TGxnL16tUO316AS5cuUVtby+uvv05WVhZpaWlkZWVx6dIlVq5ciaOjI5GRkV2WT0REROTXxkNV6KRSKUuXLmXEiBEPJb9+/foRFBSERCJBoVCg1Wo7lV4ikRAYGMj58+eJjY1lwoQJSCQS7O3taWtro6ysDEdHxw5WOk9PT5YtW0ZjYyMajQZXV1ekUimffPIJ9vb2qFQq3NzckEgkTJ06lXHjxlFZWYlEIsHS0lLIx9zcnLfffpu2tjYaGxuxtbUFYN68edjb21NZWSn8rTMMHDgQe3t7rl+/zsmTJ5k0aRIymYyFCxdiZmaGSqXC3t4eo9FIZmYmixYtwsnJiZCQEJKTk1Gr1Tg4OHDp0iWuXbvWYZHQ3t6OVColPT2dhIQEWlpaaG1tJSoqCmtra5RKJU899ZRgNf25mJmZsXr1auLi4oiJiUGn0wkWU2tra0pKStBoNDg4OAhp9Ho9Op2O0tJSkpKSWL58ORKJhFGjRjF9+nSqq6sxNzfHxsYGuVyOl5cXFRUVNDU10b179w7v9vX1pb6+nqqqKry9vZHJZKSnpzN48GDkcjnDhw/vsHjrClOnTiU6Opq0tDScnJzw8PDA0tISuVxOSUkJBoMBBwcHJBIJ77//Po6OjqhUKtzd3TtYwefNm8eoUaOorq7Gzs4OhUKBt7c3q1atQq1W09rairW1NUajkWXLlmFhYSG0+Z3Mnj2bnj17Ul5ejkKhQCKR4O3tzTPPPENtbS3t7e1d8qBMnjyZM2fOcP36dXx8fHBxcSE/P5+hQ4cSFRWFg4MDL730kvB8VVUV/fv359q1a5SVlfHpp58KytOAAQOIiIhg6tSpjBgxgri4OIYNG8bly5dpbW1lzpw5Qt1oNBoyMjJoamrizJkzzJ07FwcHB2xsbLCxseHKlSuC57IzTJs2jebmZuLj4zl58iRBQUEYDAYWL16MjY0Ntra2QihfSkoKMpmMadOmCelbWlr4xz/+wcKFC+85nuPj49FoNAwcOFD4m1arJTo6mpCQkM5W/wMxNzdnyJAhREdHExsbK8iiUqnw9vYmMjKSkJAQBg8eLKSprq5mxIgRWFhY0L9/f86cOYNUKuXzzz8XjD3m5uasXr26QzoAhULBN998I3ilbGxsWLt27T29lJ1lxIgRFBYWUlhYSG5uLk888QS1tbX07NmT1NRUCgsLWb9+veA5Gz58OGfPnmXKlCmMGTNGyOfq1avMnz+f2NhYLC0tefnllykqKsLW1pbS0lLi4+N56aWXsLGxITMzk27dunHy5EkCAwMJCAgQ8snKysLFxYXIyEikUinBwcFIpVKh/2VnZzNx4sQuy2tubs64ceP44YcfiI+PZ+LEiTg6OjJx4kRWrVp11/Om96alpWFnZ4e7uztPPfUU/fv3x8LCAoVCgcFgEJ5LTEwUIhfMzMxQKBRYW1uTmZnJyJEj8fb2xtXVVTAG9OjR4xcf3T9r1iwKCwtJTU0lPT2dxx57DAsLC55//nl0Oh0qlQpHR8cOaRoaGtizZw+rV68WvqfZ/4+9946Pqkof/98zk5kkk14nlTQgEHovUhQVaQqCgDQVVBR21V3WdV+r665rWQXEgi6IEJCE3kF6gkgJhEgogVRSSe/JTKaX+/2DX+6PCJYA7up+7vuvZGbuuee5p9zznKecvDwmTJjAuXPnsFgsvPbaa8jlcpqamigsLGTUqFG33DsmJoYpU6agVCrx8/PD4XBQVFREjx49cHV1pUuXLuTk5NyVfBISEhK/Ju6pQqdUKunQocM9S/sbGBiIu7s7+fn5KJVKwsLC2l2Gs7Mzu3bt4vDhw8jlcuRyObGxsaxatYrFixcDtHF7VKvVODk58cEHH5CamsrQoUNRKpUEBQWxa9cu3n33XSZMmICLiwuBgYFkZ2fzxhtviP+34uLigkwm44svvmD16tX07t0bmUyGl5cX27ZtY9myZXTs2LHd8thsNpqbm3n//fcpLi5GEATkcjnu7u6sWbOG+Ph4unfvjs1mQ6/X4+vrC9ywVlZUVNDS0kJZWRne3t6kp6ezfft2sWy9Xo/NZsNut9Pc3MySJUuorq7GarVSVFSERqNh/fr1VFVVtbveTU1NVFdX88knnxAaGorFYsHV1RWLxcKHH37I7t27iYmJEX9vNps5fvw4FosFlUrFunXrkMlk+Pj4UF5ezvvvv49SqSQiIgJfX1+Cg4N57733+OyzzxgyZIjoKqVSqRg5ciRLly7lvffeo1u3bri5uTFs2DC+/vprLl++zNatW9HpdO2W6WbsdjvXrl0TFRZBENBoNOTl5bF48WJSU1Pp3r276P64b98+3nvvPR5//HFcXV2BG8qnRqPh6tWrvPPOO/To0QONRoOHhwdms5nFixeTkpJCr169xDbfuHEjy5cvp2vXrm3cYFt3oF9//XVRuVSr1eh0OpYuXUpubm6bBWt7yMrK4pNPPhFjjerr60lKSiI0NJSzZ8+SlJQk/lar1bJ7927c3Nyoqanhs88+w2AwYDAYOH36NEFBQaxatYrc3FyKi4tJS0vDz8+PK1eutCmntraWuro6mpubCQgIYOPGjej1euBG39q0aRP33Xdfu+cenU6Hk5MTH374ISqVCrPZjLOzMx06dKClpYWtW7fSr18/HA4H58+fZ+rUqWLfEgSBtLQ0YmJi6Nat2y1lNzY2snPnTubMmdPGBfXYsWP4+/u3cXW+FwiCgKurK9u3bxetD3a7neLiYr777jsCAwNZs2ZNGwt7eHi46Mp28OBBBEFArVbfMpfd7M7WSlBQEH5+fuL/Xl5e7XYh/yHsdjvV1dW89tpr1NTUYLPZaGlpYd++fbi6utLU1MSKFSswmUy0tLRw/PhxgoODWbVqFZmZmcANK191dTWJiYmie/fBgweprq4mPz8fi8UCwPr16zGZTI1JQL4AACAASURBVGRmZnLt2jWioqLYvXs35eXlYn2Ki4vJzMwkPDycjIwMUlJSxO9aN5KCgoLuWF5BEFCpVKSkpLBhwwYsFgtOTk506NChjRv/zej1etavX8+UKVNQKBR06dIFpVLJ6tWriYqKEjdstFot//73vxk1alSbOcJms3Hx4kUmT56MUqlkwIABLFmyhH/961/ExcXdlcss3Bhber2ed999F4VCgc1mE5XgFStWkJiY2GaTQBAEUlNTGTlyJKGhoeJnDQ0NJCYm4u3tTVZWFhs3bkQQBFauXMnAgQPbuNe3EhYWho+PD+np6RQUFBAXF0ePHj04c+YMFy5cYM+ePXdtRZaQkJD4NfGrTooiCAIlJSVs27aNyZMntytuqxWFQiEusOVyORaLheTkZD788ENWrlyJv79/m4Wj0WhEoVCwdOlSpk+fzscff4zFYqGxsZG5c+eyatUqNm3aRE1NDTU1NQwYMID4+HjUarW4kAAwGAy4uLjwt7/9jbfeeoujR49it9vR6/XMnz+fjz76iNTU1DsKsA8LC0OpVDJo0CAxSN9kMvHaa6/x97//nQMHDiCTyVCr1aIbUKtlMSIigiVLljBo0CCef/55MjMzxYWNWq1m2bJljBo1ismTJ6NSqTAajQCMHz+ewYMH069fvztyxbFarTg5OWEwGHBzc8PhcFBYWIiLiwuff/45r776Klu3bhV/7+zsTEREBMOHD2fkyJFYrVaam5vRarV06tSJTz75BG9vb5KSkkhLS8NutxMfH88XX3zBtm3baG5uBqC0tJSvv/6aL7/8knXr1pGdnU1BQQGDBg1i6NChnDlzhqFDh97RZsHNtMZwWK1W0UJ45swZRo4cycqVK5k1axZLlizBYrHQ1NTEnDlzWLlyJQkJCaKC7HA4aGhoYPDgwaxYsYKKigouXryITqfDy8uLpUuX8tRTT3Hw4EEsFgt2u53f//73LF68mNOnT7dJANDU1MTkyZNZt24dxcXFNDY2YjAYCAwMZMmSJYwcOZLdu3e3W06Hw0FYWBgOh0OMpVKr1Tz22GP079+fiRMncvToUfH3KpWK7t27M2zYMB577DHS0tKwWq0oFAqmTp3KoEGDmDFjBnl5efj6+hIWFsbgwYOZOXMm1dXVokzu7u74+fnx4IMPMmTIEDQaDXq9HofDwdGjR5k6dWobC2972q3VgjlgwADRVbepqYmVK1cyYcIEoqOjKSwspKysjLKyMq5fv05+fj56vZ7U1FSio6PJycmhpqZGdP0SBIHz588TFRVFYWEhDQ0NZGVlUVVVRXx8PCEhIeTm5qLVaqmqqrpnSRpaF86CICCTyZDL5ahUKubOncvgwYN58MEHRZdLmUxGbGws06ZN4+zZs/Tq1Uu07vy3cTgc9OrVi6amJmJjY7HZbKhUKuLi4hg+fDjjx4/nypUrWCwWlEolTz75JAMHDmTOnDlkZWUBNzw0nJ2dGTp0KIMGDeLZZ5/lypUruLi44OrqyiOPPMLYsWPx9vampaUFX19fBg4cSK9evRg2bBjXrl0T6+Pt7c3AgQPp06cPo0ePFpViq9XKF198wYgRI9oo7XeC3W6nY8eOuLm5tYkdvR2tFuPhw4eLyrfdbhffMxMnTkQul4vujjNnzhQ391qprKzEyckJb29v6uvrOXz4MPHx8axZs4aysjIuXbp01/K0esPExcWJCVvMZjN/+9vfeP3119m9e3ebd2B6ejpOTk7k5ORQVlZGZWUlKpWKgQMHMmTIEGbNmsX58+fJyMjg6tWrKJVKSkpKqKysFOf8VvLz8zl8+DB//vOfUavVaDQannjiCXHMft/iLCEhIfFb5let0FVWVvLRRx8xceJEvLy8RMWjPfj5+REbG0tERIS4m+xwONDpdFgsFoxGIzKZjNraWhoaGigqKmLPnj3ivQwGAy0tLSxbtoyamhqsVisqlUqM8UpPTxdfVDabTdz9raurIz4+npaWljbZ13bs2CEu4NrrQgo3FmGhoaEolUrCw8Nxc3PDZrOxc+dOmpqagBvWLYVCQceOHdm9ezeNjY18++239O7dm5qaGtavX4/BYCAjIwNPT09aWlo4e/YsFouFlStXUltbS2lpKU1NTQQFBdG7d28KCgrQ6/UUFhb+5GLjdnh5eREdHU1MTAxBQUFi/JLRaMRisaDX6xEEAYvFQnl5OXK5nOjoaJqamqivrxcteidOnGijCFssFmQyGSaTSdytl8lkWK1WTpw4gc1mw2q1YjAY0Ov14u/Pnz+PIAg8/fTTNDY23tYC0R7c3d2JiopCoVCIyQTkcrl4T71ej1wux2g0snz5cqqqqrBarbi4uGCxWMjNzcVqtbJp0yauXLmCzWZDJpNhsVjIzMxk165dWCwWsd/YbDZWr15NY2Oj2PfgRgISg8HAjh07KCwsbJPprbCwkMOHD4sL/ptjutorp0qlEuWMiIggJycHk8lEbm4uMTEx6HQ6ysvLCQwMRKlUotVqKS4uxtfXFy8vL7p27UpGRgYGg4Fz587h5+fHgAEDMBgM6HQ6MjMzcXFxwWq1cunSJby8vAgJCaGiogK9Xk9DQwNKpZKGhgZKSkrauEG2h1ZrnFqtJjQ0VEx+smXLFmJjY+nVqxcGgwG1Ws2wYcOor6+nubmZxsZGAEaMGIFer6e+vh6j0UhTUxMFBQVUVFQQHR1Np06dqK2txWg0itcsWLAAk8lEfX09JpMJg8FwR3X/PjKZDH9/f7p06UJERAT+/v6ilSc9PV10Ww0ODqampobGxkYKCwupqKhg3rx5NDc3M3r06J9MCGE2m0XF/JfiZo+M8PBwnJ2d8fX1xc3NjebmZkpLS/H09MTT05PY2FguXryI0WgkNTWVgIAAampqqK2tpXfv3lRVVaHX67lw4QI+Pj5icqKKigqqqqpobGxEpVLRr18/amtrRY8Ef39/qqqqKC0tpXv37lRUVGCxWCgpKcHT0xOAnJwczGbzbS207UEmk+Ht7U10dDQuLi5oNJrb/q68vFzcyLh69SoPPPCA+N3ly5fJzs5m+vTpmEwmcQOxsLCQCRMmADdcUGtra3E4HCQmJtK/f3+xvVutoK2u9nfraaNSqYiIiEClUonJUYxGIzt37hTjhk0mk+haDzB06FBxbLRa+Dp27EhzczM6nU50aQ8ICODpp5+mrq6OpqYmcZ7NycmhqqqKpqYmEhMTGTduHCqVCovFQnV1NdeuXeOZZ55BpVLd4u4pISEh8Vvmnme5hBvB8mq1moiIiLupG2lpaZw9e1Z0lfH19SU6OvpnX9+6wHFxcaFjx4707t0bhUJBQEAAn3/+Odu2bSMyMpKpU6eyadMmQkJCiIqK4sKFC3z66aeUlZXxxhtv4Ofnh6urK0uWLBGTj/To0YPOnTuzZs0aEhMTCQ8PZ8yYMWRkZJCfn8/gwYMpKSnhk08+4cqVK8yaNQt/f39kMhnLli3j6NGjTJo0qd3xaHK5nJCQEGpra3n00Ufx9fVFLpej0+n44IMPOHv2LE899RQhISGEhYVx4sQJEhISuP/++xkxYgReXl7k5eWxfPlyCgoKWLRoEbW1tWzZsoUxY8bg7u7OO++8w+nTp1m4cCGRkZH079+fL774gs2bNzNkyBDuu+++dltLvby88PHxwcfHh+HDh6NUKvH09KSwsJCPP/6Y3NxcXnjhBaxWK0lJSfTp0wd3d3c+/PBDkpOTmTFjBpGRkfj7+5OQkEBCQgJeXl489dRThIWFUVJSwueff87Zs2fF5CGffPIJEyZMICgoiGXLlnHgwAEmTJjAgAED0Gg0bN68ma+++oqoqChGjx79g65NPwdPT08CAgKQy+WMHTsWuVyORqMhOTmZ1atX09DQwF//+le8vLxQq9UsWbKEpKQkpk+fTnh4OH/961+ZPHkyHTp04PPPP2fr1q3ExcXx6KOPEhISQkpKCitWrKCkpITnnntOzO63bNkyTp48ybRp0wgJCWHnzp3ExMQQGhrK8uXL2b59OyNHjqRHjx54enpy6tQpPv/8c3Q6HQsWLGh3zJmXlxf+/v4olUpGjx6NTCYjICCAy5cvs3z5coxGI4sWLSI9PZ38/Hz69++P1WrlvffeIyMjg7feegsfHx+6du3K1q1bSUhIIDIyksmTJxMcHCxu4pSWlvLMM89gNpvZs2cPAwYMIDo6muXLl7Njxw7GjRtH165dyc3Nxd3d/Y6zCzo7O6PRaJDJZIwePVpUGFatWkVWVhYHDx6ksbGRUaNGERMTQ0xMDGazma5duxIWFkZ4eDgxMTH4+fnR0tLCI488QnJyMnq9nv79+4vXFBcXM2bMGDQaDVFRUcTExODj40NpaSkTJ068J27qN893nTt3pmfPnsjlcsLCwli3bh2bN28W+9T69evp0KEDISEhHDt2jC+++AInJycWLFggju2ioiICAgJEy05BQQHe3t6o1WoSEhIYPHgwSqWSa9eu0blzZzHmqTXT5t24Xzo7OxMSEkJxcTEzZszA3d0dtVqNw+HgnXfe4cKFC7z++uv4+/vTuXNndu7cyfr16wkNDWX69OkkJibi7OzMoEGDKCoq4rPPPqOyspJXXnkFHx8fwsPDWbx4MYcOHWLOnDlERUURFBTE/v37Wb16NWFhYTzyyCNcuXKFiooKcVNr2bJlNDQ0MGvWLJydndm/fz9PPvnkLdavO2k7Hx8f/Pz88PDwYMSIEeJ3NpuNzMxM+vXrx8qVK+nUqRM2m43c3Fzuu+8+cd5aunQpBQUFHD16lLNnz9K7d2/q6uqwWq306NEDh8PBunXrCAgIwGq1cubMGWbMmIFCoUCtVuPn58eHH37Ivn37eOCBB3jwwQfvyCumFVdXVzQaDXa7nfHjx+Ps7IyTkxONjY3861//4rvvvuO5557DycmJQ4cO0bdv3zZjQyaTMWTIEPz9/amrq+Ojjz6ioKCA119/naCgIHFs2e12vL296d27N3v27EGpVJKVlUVKSooYG+vp6UmfPn04deoUK1asQCaTMXny5DZx7ze3hZTlUkJC4rfAzVkuZXq9/ke1NavV+h859+k/TaulQ6lUipaRWbNmiYHgrW5h3485aE0D3kqrda71OkEQRPfOm+9x84Kt1UJyt0Hn36fVEvP9l1GrW1JrHVotYUqlUpTP4XC0SWUuk8na1M9qteJwONqtAPwcWuNF5HI5+fn5XLt2jbFjx4rfCYJwy31vJ1NrjMbtZLrds7Hb7aKV7JfkZvluvrcgCDg5OZGbm8u5c+d46qmnxHrb7XacnJzayNdqHf5+2QqFok1cF9xYlLSevfX9fna7+twLjEYjKpUKuVzOvn376NmzJ1FRUcANq45cLm9Tl9s9f4fDgdlsFmNQWz+7uW8Cd+3e9ktyc31/LTgcDiwWC87OzlgsFjZs2MDcuXPFehqNRpydnX92vf+bMprNZmQyWZs+cLN8giDw17/+lb/97W94eHggCAJms1nsm/D/z4EKheKWOcFkMqFWq5HJZG3Gk8PhwGg0ii66/2lsNhtvvPEGb7/99h3Pwz/Vbq1zxs1zzy/BzfNxcXExV65c4dFHH/3Ra8xmM05OTj+68XZze92O1vnlx9yKZTLZL/Kek5CQkLjXuLm5iZPd/1mF7mZaXTA9PT1/0ZeYxE9jNBqx2+23DXT/X8VoNGKz2e4o6+mvEUEQ0Gq1qNXqe75pIXH3tM53d5v04teKw+GgtraWwMDA/6n53Gaz0dDQQEBAwP+UXK1ul7+WOV9S6CQkJH4rSAqdhISEhISEhMT3kBQ6CQmJ3wo3K3S/Lr8gCQkJCQkJCQkJCQkJiZ/NT0b+ymSy/yn3DgkJCQkJCQkJCQkJif8VflKhc3JykjI+SUhISEhISEhISEhI/AqRXC4lJCQkJCQkJCQkJCR+o0gKnYSEhISEhISEhISExG8USaGTkJCQkJCQkJCQkJD4jaJ444033rpXhWm1WrKysqiqqsLNze2uU/9aLBYKCwspKirCbre3+9wkvV5Pc3Mzbm5uAFRVVQE3zsnKz8+npKQEh8OBp6eneI0gCFRUVFBQUEBzczOenp4oFAq0Wi25ublUVVXh7OyMq6srdrud/Px8rl+/Lp4jdnMCmZqaGnJzc2lqasLd3R2lUimWU1lZiUql+tEDTn+M6upq8aBvQRCorq7GxcWFlpYWsrOzqaysFNvgypUr1NTUUFNTg1arxdfXl2vXrlFRUSF+rtFosFgs5OTkUF1dTU1NDY2Njbi7u2O1WsnNzaWiogK5XC4+z7vFbDbT2NgolldbWyse9ltQUEBJSQkWi+WW8wGrq6vJy8ujtrYWLy8vnJycsNlsFBYWolQqcXZ2xmg0UlBQgEqlatMPzWYzhYWFeHh4oFAo0Ov1FBcX3/WZaSaTiYaGBlGWpqYmmpubqaysbPOc3dzcaGpqorCwkJqaGurr6/Hy8hIPy3U4HFy7do3r16/j5OTUpu/m5ORgMpnw9PRELpej0+nIysoS2+nm+lssFvLy8rh+/TpqtRoXFxfsdjtlZWXk5OTg5OTU7nOf7Ha72K/kcjnNzc3ieXOVlZViX/f29m5z+G9DQwN5eXlUVlbi4eGBSqXC4XBQUFBAfn6+2MZyuZyamhpRJg8PjzYymc1mcnJyKCoqQqVS4ebm1qZvNzc34+3t3e5DnysqKnB2dkahUGA0GsV6lpWVkZeXh16vx9fXF5lMJsrZ0NAgyllfXy+OG09PzzZ1tlqtXLt2jaKiIgRBEM8aLCgo4Nq1a1itVlH2n4vBYKCqqkqcD7VaLQaDAVdXV8rLy8nMzMRgMIhzVyv19fXiuHF1dRUPGS8oKKC4uFicYwVBoKysjIKCArRa7S3l6HQ6sT0VCgVubm5YrVby8vLayHmnybRa+2lrP9Pr9TQ1NeHm5kZtbS3Z2dnU19fj7e2Nk5MTZrOZvLw8KioqcHd3v+XA8Vb55HK52Odra2vJzc1Fr9fj5eWFXC7HYDCQmZlJbW3tLeXYbDby8/MpLi7G2dkZtVqNw+GgoqKCzMxMsew7kbmqqgq5XC72m8rKSpydnbHb7RQUFODu7i7GsRuNRnJycsQ+r9fr8fHxEeWprq4Wn0tNTQ05OTnU1dXh4+PTpg3NZjPZ2dniPOPu7i7KWFhYiN1uvyfnsppMJqqqqsR3bEtLC1qtFqVSSVZWFjU1NdTV1eHi4tJmntZqtZSUlODn54fD4aCkpEQci61jvK6ujuzsbPE98P25Ii8vj7KyMgRBENumvr6erKws6uvrcXNza9PGEhISEr81/vWvf/2z9e97ptAJgsC7776Lh4cH9fX1pKSk0Ldv33Yvrm7m3LlznD9/Hnd3d/bu3UufPn3apSQajUYSEhLo0aMHRqOR1atX06dPH06ePElOTg5qtZotW7bQs2dPceFcXl7Opk2bCAgI4Ny5c9TX1xMVFcUHH3yAq6srLS0tbNmyheHDh3Py5EnS09Px8vJi//79REZGiosso9HIRx99RGBgIIWFhZSWltK5c2d27dqFwWBAr9eTmppKv3797ujZXLlyhZ07dzJo0CC0Wi0bNmygb9++bNu2DYfDQUNDAxkZGfTo0YPMzEz0ej1lZWWcPHmS4cOHk5+fT1NTExUVFezYsYNx48Zhs9nIzc2lpaWF5uZmVq5cyYgRI1i/fj1arRaFQsGBAwfo2rUrarX6jup9MzfX22g0snTpUuLi4rh8+TKnTp3C19eXHTt2EBISQkBAAHBDSV68eDFhYWFkZmZy+fJlunTpwooVK/j666/p2LEjrq6uxMfHc+jQIcLDwwkNDQVuLERXrlzJ9u3bGT58OC0tLaxcuZKTJ0/SuXNn/Pz87liW5uZmVqxYQf/+/ZHJZLz33nsEBgZiMplobGxEq9Xy1ltvMWrUKA4fPkxNTQ0KhQKTyURoaKi4YDt9+jRHjx7F3d2dFStWMGLECIxGI8uWLUOj0XDkyBG8vb0JCgpi06ZNGI1GysrKKCkpoUuXLuIC7Pjx42RkZKBUKjl9+jQ9evTg+vXr7NmzBz8/Pw4dOkT37t1xcXH52TI6HA7Wr19PaGgoarWahIQE/Pz8MJvNbNiwAT8/P86fP09dXR2dO3cW2/jLL7/E3d2d8vJyDh48yPDhwzlz5gxJSUkEBASwc+dOgoKCUKlUfPLJJ2g0GnHDoXPnzqJMO3fupKKiAjc3N5KTk+nWrZu4yGtoaODQoUMMGTKk3Yr57t27AQgKCuLAgQOUl5ejVqvZsWMHwcHBHD58GC8vL2QyGV988QUhISGkpKTQ3NxMaGgof//73wkNDSU3N5f09HQGDBggln306FEuXbqEp6cn69ato2/fvhQUFHDw4EGCgoLYvXs3ERER+Pr6/uz6arVa3nzzTQYPHoybmxurV6/G29sbmUzGV199RXBwMN999x0AYWFh4nWrVq3CxcWFmpoaMjMz6dmzJydPnuTChQt4eHiwc+dOunbtSm1tLWvXriUkJIS0tDQqKyvp2rUrcEOx+fTTT7Hb7dhsNr788kuGDRvG4cOHuXz5Mr6+vuzdu5fw8HB8fHza1Q6tCIJAYmIibm5uaDQa9u7di9lsxt3dnQ0bNuDp6UlOTg6FhYXExcWxfft28vPzMRgM7N69m2HDhonKS3p6Ojt27MDX15e1a9cyaNAgLBYL7777LhqNhqSkJJydnQkPD2fr1q00NDTQ2NhIRkYG3bp1E99fqampnDp1CrVaTXJyMt27d6epqYktW7YQHBzMkSNHiIyMbLM5+HNlPXv2LElJSQwcOJDy8nLi4+OJi4tjzZo17Ny5k8GDB4vlGo1Grl27hl6v5+LFi2RnZxMXF0dCQgLe3t5kZmZSVFRESEgI8fHx+Pv7c/HiRcrKyoiLixPvu3PnTlGZ+/LLL7n//vtFGf38/FixYgV9+vRptzzfR6/Xs3jxYnr06IGHhwerV69GpVLh5OTEunXr0Gg0GI1G/Pz8xHfK9evX+fjjjzl69CgTJ07k6tWrbNmyhbCwME6cOIHVasXf35+//OUvREZGkpmZSWZmJn379hXvu2HDBq5fv46Liwvbt2+nS5cuuLq6smrVKtzd3SkrK6OoqKjNM5GQkJD4rXGzQnfP0ldaLBaGDBnCuHHjsNvtvPnmm5hMpnZbAW4mMjKSnj17olKpSEtLo6mpqV0vGC8vLwICArh06RJGo5FOnTrh4+NDdXU1Dz30EBqNhpSUFBobGwkMDATAw8ODp59+Gl9fX+RyOefPn+fhhx/mySefJDY2FpPJxKZNmzCZTISHhzNgwABcXFy4du0aWq1WvLfNZmPu3LmEh4dTUVHB4cOHEQSBoUOHEhwcjFarJT8//46fzZAhQ0hJSSE7O5vk5GT69u2Lq6srXbp0oX///uj1ejZv3owgCDz44IMAHDt2jN69eyOTyRg8eDAAaWlpjBw5EgBnZ2fuv/9+AE6ePEnv3r3RaDSkpaXx9ttvExYWRnZ2NgaD4a6Un1Z8fX0JDg5m//79+Pv706VLF6Kjo/n222+577776NOnDwUFBVRVVYkLyosXL/Lwww/Tv39/Bg4ciEqlQqvVMmjQIKKiooAbfXHs2LG3WHSbm5sZOXKkuClgNBp56qmnSEpKumtZ/Pz86Nu3L2vXrhXbYsiQIeL3ly5donfv3kRFRVFTU8PkyZMJCQnBxcVF3CV2OBzs3buXP/3pTwQHB1NQUEBmZiY6nY7u3bvzyCOPEBcXx8GDB4mLiyMzM5N3330Xi8XCpk2bsNvtomKYkpLCs88+S0hICKtXr0ar1ZKZmcl9993HwIEDaWho4PLly4wYMeJny+jk5MTQoUNJSkrioYcewmw2061bNw4cOMCIESPo2rUrAwYMaLPpUlFRQXh4OEOGDMHhcDBhwgQcDgebN2/m9ddfR61W079/f1xdXTlw4AA9e/akf//+ODk5oVKpRGXOYrFw8OBBli5dilKppH///qjVarFvX7hwgejo6HYpqK2MGDGCzZs3ExERQU5ODn/605+oqalhypQpREZG0tDQQE5ODkFBQUydOpVu3bqhVqs5fPgw9913H0888QTDhw+noqKCt956C7vdLioUHh4ezJgxAy8vL1JSUqitrUUmk/Hkk08SFhZGZWUl1dXVxMTE/Oz6+vn5MXPmTHbt2kXv3r0pKyujW7dubNmyhQEDBtCzZ0/69et3y+aXTqdj0KBBmEwmDh48CNzYILnvvvvo1KkTly5dor6+HpPJREREBEOHDkWtVvPNN9+IZdhsNoqKiliwYAHOzs5s2rQJnU7Hli1b+PjjjwkNDcVoNJKenk50dHS72wJAoVAwceJE9u7dS0xMDHl5eYwZM4Zr164RERFBv379xH6m0+k4f/48S5YsQS6Xs2/fPsrKyoiKikIQBJKTk3n22WcJDw+nsrKS9PR0VCoVnTp1YuzYsQwYMIDVq1fTt29fjh8/zqeffoqrqytffvmlaOUE2L9/P8899xzR0dGiB0NJSQndu3dn+PDhWCwWrly5Im4e/VxkMhmjRo1i+/btXLlyhYSEBKZNm4bdbmfEiBG3vD89PT158MEHEQSBoqIiHn74YQAefPBBevToQXBwMOvWrWP06NGMHz+e7t274+vrS2JiIk888QRwY54JDw8X3wEJCQnU1dXh5ubGnDlz8PX15dSpU1RVVbXZELgTvLy8mDJlCgkJCYwePZrLly8zf/58MjMz6datG/369bvFU6Wqqoq5c+eyefNmADIyMpgwYQL9+vUjICBAVBBnzpzJyJEjKSsr48MPP8ThcIgK+KVLl3jhhReIjo7mypUraLVaGhoaUKvVDBo0CIVCIVnnJCQk/qe4Zwqds7Mz48ePx2azkZCQQK9eve7aihMSEkJmZiYHDx4UX0LtpWPHjqxduxZXV1dmz56NTCajb9++vPXWW0RERGCxWNospry8vHB2diY+Pp7s7GwWLVqEs7MzcXFxHDlyKLJxWAAAIABJREFUhMOHDzNp0iQ8PT3x9PQkKyuL3bt3Y7VamTZtmliOh4cHDoeDrVu3kpKSwgsvvIBcLicsLIwjR46QkpLCwIED7/jZCIJAdHQ0K1asoLi4WHxZDx06FEEQ+OabbwgJCRFfcAaDgeTkZP74xz+2KePUqVNMmTKlTdk6nY5Dhw7xhz/8AYAFCxbw6aef4unpiYeHh6j83i2CINCtWzf+/Oc/ExsbK9Zj+PDh/OMf/6BLly5UVFS0qV9tbS0ZGRkUFRVRU1PDiBEjGDVqFIGBgaKlJSAggICAAM6cOdPmfmFhYYSGhpKamgogKoD3iq5du7J8+XLOnz/PvHnzxAWGxWLhxIkTvPzyywCigi+TydBqtbzyyit4enpiMpkwmUzi8+3UqZPoltmxY0fghhJsMBgoKysT3eYEQcBmsyEIgliXiooK0WXKyckJk8mETqcjNjYWgMDAQMrLy9sto0ajITU1lZycHNEa2djYSHp6Ounp6dTW1vLEE0/Qs2dP4IY16fTp0zQ2NtLU1ERsbCwPP/wwNpuN7du3I5PJqKio4OWXX6a4uJjKykpqa2tpaGhg1KhRDB06FLjhZqvT6di8eTMOhwMPDw9mz56Ni4sLRqORdevW8dprr92Ri5i3tzdlZWUsXrwYjUaDIAjiwrypqYmrV68yb948AgMDCQwMRKfT8e233/L444/j7e3N8OHDMZlMbN++ncmTJ7dxbRs2bBhwY4HZ2NhIZGSkuEgvKiri4sWLjBo1qt11joqKYt++fSQnJ/PSSy/hcDjIzc3l2rVrXLt2jcbGRqZMmSK2N0BERAQff/wxZrOZBx54AIBevXrx8ccfEx4ejl6vJzY2Fr1ez9q1a7l+/TrXr19n0aJFYhkuLi6MGzeO1157DU9PT7p160ZQUBA9e/YkJSWFIUOGcObMGWJiYhAE4Y5d9tRqNWVlZbz99ttERUXh7OxMbW0tqamplJWV0djYyMMPP0xUVBSBgYHiM+/evTsNDQ1ERUVhsVjQ6/WEhIQANzYIS0tLUalUorLp7++P2WymrKwMZ2dn3NzcEARBdONupbCwUNwgUqvV6PV66urqxHJ8fX3Jysq6I1ntdjuPPfYYS5cuxdXVldDQUEJDQwkJCeHChQu3vaapqQm9Xk9YWBguLi706NEDq9VKSkoKkyZNwsfHBx8fH8xmM6dPn2bmzJnitXK5XBxXZ8+epWPHjoSEhBAREQFAdnY25eXlopX9bgkPD6e6upolS5Ywb948BEGgvr6eS5cuiYrWjBkzxGc5cOBAWlpaxOuDgoI4ceIEgYGBnDt3DrvdjqurKyNHjsRoNLJlyxYmTJjQxhto1qxZorXfYrHQoUMHjh07Rl5eHps3b0an0zFw4EBxHEhISEj81rnnSVG++eYb6urqmDJlyl25W7bSqVMnnnnmGTH2qb2oVCrq6+tpampCoVBgs9k4c+YMv/vd73jppZdwc3MTF/itODs7M2PGDB566CG2bdsmfj58+HAWLlzI/v37aWpqAm4ojC+88AJeXl4UFxe3KcfDw4OJEycye/Zszp07h8PhwMnJiQceeIC5c+eSl5fX/gfy/+FwOFCr1djtdqZPn47JZBK/S0pKIj09nTFjxogLqiNHjhAXF9dGGbtw4QJ2u50OHTq0KTsnJ4fu3buj0Wgwm8188MEHPP/887z66qtiPMO9QBAEBEGgT58+CIKAXC7Hbrdz4MABnnvuOV555RV69uzZxoLmcDgQBIH58+fz4osvsnnzZiwWyz2pz90gCAItLS1Mnz4df39/LBYLdrsduGEFUalU4m73okWLePHFF1m4cCHe3t5cu3YNuGGZUCgU4nVGo1GM12xt39ZFsqurq/j8Wp/dzbi6uooLUkEQRDen1rKtVusdxW/abDY6depEYWEhQUFBYvkDBw5k4cKFTJ48mTVr1rS5xm63i+21Zs0aTCYTNpuNcePG8fvf/54RI0aQmpqKXC4X2/b555/nwoULogxyuRy1Ws3MmTN56aWXMJvN4hg8ffo0sbGxd2xNsFgsPPDAA2RmZhIVFSU+I4DExEQGDhyIRqMRPzt48CCxsbF0795d/Oz48eN4e3uLFpObqa6uZuvWrbz55puiMtfQ0MDnn3/O/PnzRXfi9tDQ0EBYWJgYO9S6eRAcHMz8+fMZM2YMFy9eFH+v0+m4evUqL774Ii+88AKXL18GbizoZ8+eze9+9zs0Go3ogtmpUyf++Mc/8tRTT7Fu3TrxmTQ0NJCcnMxf/vIXXn31VQoKCigoKGDRokWUlJTw8ccf07t3b1xdXe8q/qp1EX727Fk6d+4s3r979+4sXLiQJ598ko0bN4pzeisGg0G0vMhksjbjyWw2o1KpcHFxaTOeBEHA1dUVh8OBw+EQy7q5/m5ubmI5drtdjNVtvbfNZrtji4/VahWt0Q899FAbZeaH2LJlC7169WpjkT5x4gQOh6ONy29ycjLe3t706dPnljIaGxs5cuQIf/zjH0U3Za1Wy5YtW3j33Xfv2t2ylaamJrp06SI+e6vVSp8+fXjttdeYP38+48aN+0HFFW68dwMCAliyZIkYV9n6rI8cOUJISEgbxcxisbBy5Urmz5/PokWL8PLyIisrC4VCgUaj4fnnn2f27NlkZ2ffE/kkJCQkfg3cU4UuMzOT8+fPM3/+fPFFeTecPn2aiooKfH19iYyMvCMFqK6uTkyuUFdXh8PhwGKxoNFo8PT0JDw8nPLycgwGAyaTiby8PM6cOYO7uzudOnUiPT2d+vp6EhISxJ37gIAAGhoa2LBhA+Xl5fj4+BAeHk5dXR16vZ7GxkZKSko4ePAgzs7OREREYDKZsNvt7N69G5vNRlBQEHq9vs3isT0IgkB5eTlms5nKykqampoQBIHLly9z7tw5/vznP4uL/IaGBk6ePMnEiRPF641GI4mJiaLiXVdXh8FgAG7ELt53333AjRgInU4nxk35+/v/rAXHz5Whvr6ehoYGDAYDlZWV2O12mpub6dy5M25ubsTExFBaWorRaKSlpUWMiXM4HOh0ujZueT+E3W6nurr6rvvjT9Eqi1arpby8XLzf4cOHxfgOu93OqVOnaG5uRhAETCYTTk5ONDY2IpPJxPgng8HAyZMn6dChA7GxsVy4cAGTycS5c+cIDg4mMDAQu91OXV0ddXV1yOVy5HI5tbW1WK1WoqKiuH79uvjcXFxcCAgIoKioSEyE0R43v1a0Wi11dXVYrVaqqqoQBIHg4GAMBgOCIGAwGHBzc8NisaDT6fDx8aFjx47Y7XaMRiNKpRI3NzeCgoLQ6XQ4HA60Wi3Ozs5069YNjUaDw+GgubkZJycnHA4H1dXV+Pn54eXlhdlsxuFwYLPZkMvltLS0kJKSwqxZs+5YgTAajdTU1GC326moqMBut2OxWFi/fj1KpZLBgwdjs9mw2Wx8/fXXFBUVMXLkSKxWK4IgkJqaSlpaGuPHjxfHc2lpKWazmebmZtatW8fkyZPFRBomk4mNGzcyfvx4wsLC7mgOqK2tpampSUw6YbPZ6Nu3r2hF0uv1KJVKrFYrLS0tNDU14ezsjK+vL97e3hiNRlH21rkwNDSU0tJS0SLs7u5OTEwM9fX16PV6rl+/jl6vx9XVlYCAALy9venQoQNNTU1kZGQwbdo03n//fYxGo2gVu1P0ej01NTXADYXYZrMRHBwsWqJNJhNqtRp3d3cMBoNY76ysLDQaDY2NjSgUCkJCQjh16hRGo5EzZ87QuXNnoqOjSU1NxWAwcPbsWYKDg9FoNLi4uFBRUUFjYyN6vR5nZ2cqKyux2Wz07NmT/Px8zGYzVVVVeHh4EBoaKiaTKSwsvOMNBavVSllZGQaDgbq6OhobG2/5jd1uFzcwSktLOX36tOjh4XA4OHHiBAcPHmTSpEk4HA7sdjtJSUmcOXOGMWPGiH21rKwMm81GTU0N//znP3n00UdFZVar1bJy5UoeeOABPDw87vjd9H0aGhpoaGjAbDaL4ys/P5+CggLgRlu3ehHo9fpbrq+qqqJXr1589NFHBAQE0KNHDxQKBWfOnCErK4uxY8e2GXetyZo6dOiAm5sbHTp0oL6+nk6dOonP4eYNUAkJCYn/Be5ZUhSj0cgrr7xCdXU158+fJzs7u91JF76PTqdj7dq1HD16FKvVytSpU9udObNDhw6oVCq6dOnCQw89hFKpRBAE4uPjSUpKwmAwMGPGDI4cOYKbmxt+fn7s3buXPXv2cPHiRV588UUiIiLIzMxk48aNHD9+nO7duzNs2DCUSiXx8fEcPXoUk8nE2LFjycjI4PLly/Tr149Dhw6xe/duzp07x4MPPkhkZCQFBQWsX7+eb7/9lt69e9OjR487ejZyuVxMYDBnzhyio6NRKBT84x//oLKyku+++46rV68yePBgzpw5Q2hoKL169RKvb7V+PPzww8hkMhITE1EqlbS0tJCZmclDDz2EQqHAxcUFLy8vEhISSE5OFuOW7jaDaasMoaGhdOjQAQ8PDx5//HFUKhWenp78+9//5tixY1y/fp1nnnmGtLQ06urqGDBgAGfOnGH37t2kpqby3HPPie5xOTk5+Pj4iJajS5cuERgYiEqlIj4+noEDB+Lk5MR3331Ht27dRGvJxYsX6dChw13FBcpkMsLDw4mKikKlUvHEE0/g7OxMSUkJ+/fvZ+bMmSiVSlEJWbFiBceOHcPPz4/Ro0fz9ttv07dvX3r27El8fDzJycl06tSJ0aNHo9FouHTpEjt37qSkpISZM2fi4eGBXC5n7dq1fPfddzzyyCOEhoayfv16oqOj6dChA+vXr+fo0aP07duX7t274+XlxaFDh/j666/x8PBg9OjRbdwDfw4BAQFERkbS0tLCvHnzcHJywtfXl0OHDrFv3z5ycnJ46aWXKC4uFhMVFBYWkpCQIMb1derUicjISHFsNzQ08OSTTxITE0Nqaiq7du0iLS2NSZMmoVAo+OqrrxgyZAg+Pj589dVXJCUl0bFjR/r37092djZ2u51Bgwbdcdt5eHgQFxfH1atX+cMf/oC7uztXr17ls88+w2g0cvLkSTHz4QcffIDBYCA1NZXvvvuOuLg4Xn/9dRoaGrh48SKXLl2iT58+vPnmm3Tt2pXt27dz7NgxSktL+fbbbwkKCuLChQts2rSJqqoqvvnmG7y8vG6xkv8UEREReHl5ER0dzdixY3FxcSEsLIyDBw+KSufEiRMpLy8nIyNDjEfdtm0bp06dYsiQIXTp0gW5XE5CQgJHjhyhqamJOXPmEBoayp49ezh48CBnzpxhzpw5KBQK3n77baZNm0ZzczOJiYkkJSXh6+vL2LFjMRgM/Pvf/yY5ORknJycee+yxu8oa6+3tTXR0NGVlZbz88su4urri4eFBWloa27Zt4/Llyzz33HMEBwfj6+vLihUrOHnyJFOmTCEmJoYPP/yQkSNHEhkZybp16zh27BghISGMGzeOgIAA8vPz2bZtG9nZ2TzzzDN4eXnh7e1NfHw8J0+e5KGHHiIqKoply5bRs2dPYmNjSUxM5NChQ8TGxjJw4EC8vb05efIkO3fuRBAExowZc0fzoouLC127dkUQBB577DFiYmLEzbj09HQ6d+6M0Whkz5499O7dm02bNvH444+LLuO1tbUsW7aMlpYWzp8/T1JSEj169GDp0qUYDAbS0tJITk5mxIgRvPvuu/Ts2ZMtW7Zw6tQpKisrOXbsGJGRkRw9epS9e/dSU1PDN998g7e39x2FOXyf0NBQNBoNgYGBTJo0CVdXV1xcXEhISODQoUMUFRXx+OOPc/78eWpqasRQiLNnz3L//fdjNBpZtWoVR48epbS0lAULFqDVann11VdpamoiPT2drKwsevXqxdtvv03Pnj2Jjo4W51Gz2czEiRMJDQ0lLy+PLVu2kJaWxtixY+9640FCQkLiv8nNSVFker3+lzVb3AP0ev09S5V/M0ajUXRNW7VqFfPnzxcXIa3p829e8FqtVoA2CxWHw4HVam3zIr85dsRoNOLi4tLGemCz2XA4HL+poOz/Rp3NZrP4XJcsWcLs2bPFF3Cr1ak1CchPcTfxPL8EFosFm82GWq0W4+ji4+ORy+U4HA7MZvMtLpG3Gwd6vR6VSnXbxXOr2+f3y2lubm73ESA/B61Wi5ubGwqFgj179hATEyNuWBgMBhQKRZtx0mq1uznxgyAIYqr81vb6/ngC7vi4j/8U/63+1mrdbM16eeDAAfz9/UWF12w2o1Aobhk3BoPhlphni8WCk5OTqFzcLNPt5oOb+/QvSXNz8y3HjNjtdqxWKy4uLpSVlbFr1y4xZhVuL9/tPjMajTg5OYll3yyz1WrFZrPd0vcaGxvvOKPnzyUrK4u8vDwmTZp0V+X8muZBu91OS0uLOBctWbKExx57jC5dutz291qtFnd39x8N5bhZPrvdjt1ub9NHW+cXNze3n/3ukJCQkPi14ubmJk7ovwmF7pemNV1/t27d/ttVkbgNram9WwP5/9fQ6XRkZ2ffVZKcXxvZ2dlERET84ot7iR8nIyODDh064O3t/d+uyn+MVtfnTp06/bercs+oqKgA+J+2KB05coSRI0felVePhISExP8lJIVOQkJCQkJCQkJCQkLiN8rNCt09z3IpISEhISEhISEhISEh8Z9BUugkJCQkJCQkJCQkJCR+o/xkVLDVar1n6YslJCQkJCQkJH6tyGSye5LFWUJCQuI/iWShk5CQkJCQkJCQkJCQ+I0iKXQSEhISEhISEhISEhK/USSFTkJCQkJCQkJCQkJC4jfKPVXoBEHAYrEgCL+NkxBMJtMP1rX1UOabsdls4uHirdjtdsxmc7vuYbVasVgsd1jrH8Zut6PT6X7y+QuCgNlsxuFw3Pb71gOCv//Z92W/V1it1naXbTabb5Hzdm3Wyu3azuFwiAdV/5JYLJZb+ojdbkev19/294IgYDAYbmkfi8VCS0vLLb/XarU/2JZGo/FH++e9xGg0/mA7Wq3WW8aCw+G47TPQ6/U/2I4/9Ax+CX7oXrer8+3GzM3f3W7eMJlM96ait+HH5gGTyXRLf7Farbf0E0EQfrQcg8Hwq4mv/rE55HbvpdY5sL1zyO3Gkl6v/9W+8+x2OwaD4bbf/dA885+kpaXlB5+3Xq//ybnLarX+5DwqISEh8X+Bn0yK8nPR6XR8+eWX6HQ6DAYD06ZNo3///nddrl6v5/333yc0NJQFCxa069rr169z/PhxZsyYgcPhYP369YwePZrGxkZ27dqFSqXC1dWVhQsX4ubmBkBzczOJiYk0NDRgtVqZNm0acXFx7N69m4yMDGQyGdHR0cyaNYvi4mI2b96MIAio1Wrmzp2Ln58fcONFs2bNGmpqahAEgXHjxjFgwACOHz/O6dOnEQSBHj16MHny5HbJVFpaSlJSErNmzQIgMTGRUaNGUVNTw4EDB1AqlYSGhjJv3jzOnj3L1q1b8fHxAWDBggX4+PgQHx9PZWUlgiDw9NNP07FjR+DGYmbjxo0UFRUBMGPGDLp27UpmZiZbt24FoHfv3jz66KMolcp21TshIYGOHTsyZMgQSkpKSE5O5qmnnmLv3r1kZWUhCAJDhw5l9OjR4jVHjhzhm2++wdXVFYA333yT69ev89VXXyGXy5HJZDz//PMEBgayYcMGCgsLEQSB3r17M3HiRBQKBQApKSkcPXoUmUyGr68vzz77LGazmVWrVmG1WpHJZMydO5ewsLB2yXQz69atY9iwYXTs2JELFy5w4cIF5syZw/bt2ykqKsJkMjFs2DDGjh1LcXExCQkJwI0A/BdffJHAwEDgRv9btWoVZrOZ5uZmnn76abp3787Zs2dFGTp16sQTTzxBaWkpO3fuxGg04uLiwu9+9zvc3d2BG4v2HTt2kJ+fj8PhYNy4cQQGBor3ra2tJSIigtdee+1ny2g0Glm7di3Tp0/Hx8eHAwcO4OHhQZ8+fUhMTKS+vh673c6MGTOIi4sDbvSp3bt3k5ubi9lsZvDgwUyYMIHS0lLWrVsH3FgoL1y4EB8fH9atW0dtbS1Go5EpU6bQr18/ZLIbx6ykpaVx8OBBZDIZkZGRTJ8+nQ8++EAsw2g08s4777TrMPMLFy5w5coVZsyYgd1uZ/PmzTz++ONcvXqVb775BofDQa9evXj88ccpKipi8+bN2Gw2IiIimD17Ng6H47ZjBm7MAbt27eLq1avIZDKeeOIJevbsSV1dHStWrMBms+Hv78+8efPEdvu5pKWlUVxczOTJkzEajWzatImZM2dSWFjIgQMHMJvNeHl5sXDhQvGg5pqaGtavX4/RaEQQBObOnUtwcDD79+/nypUrmEwmunTpwowZM9BqtaxevVpUlObNm0dERAQymQyTycT69euprq5Gr9czadIkIiIi+PLLL8V+4ufnx6JFi3Byav8rxmw28/nnnzN16lTCw8M5ffo0Op2OoUOHsnz5clEBuf/++xk6dCi7d+8mMzMTu93OwIEDmThxolhWdnY2mzdvFueCl19+GScnJ1atWkVLSwt6vZ6ZM2fSp08f9u3bx8WLF3E4HPTt25fx48eL9c/IyGDPnj0ABAYGMnv2bIxGI1999RUmkwmFQsGzzz6LRqNpt7wABQUFnDt3jqlTp2K1Wlm7di3jx49Hp9OxadMmYmNjmTt3LgANDQ0sX74cuLEpUldXxz//+U/Ky8vZuHEjY8aM4YEHHuDixYvs378fh8OBs7MzL730Eh4eHsCNg8pXr16NIAhYrVZeeOEFCgoKOPH/2DvzuCjLtfF/hxkY9n0ElB1B3FDEFXczNTUVxbC0Miszq7djZraeTpq2H02PpZalmZkK7qG4sIggKigq+77LAMMAw8AwDDO/P/zwvM2xs4i+59c5Z75/6TPPc899Pfcy13VfC0lJANy+fZtRo0axbNmyHsnTze3bt9m9ezcvv/wytra2nD17FolEwujRo/n+++9RKBRotVoee+wxQkJCBJl++OEHYT+fPHkykyZNIisri7179xIWFsaiRYvIzMwkJiYGiUSCq6srTz75JPb29sCdObhjxw6ampqQSqUsW7YMNzc3Nm7cSFtbGxKJhIkTJzJ58uT7ks+ECRMmfi88MINOrVYzfPhwwsPDyc3NJS4uzkgZ6wl6vZ7o6Gi8vb0Fg+te8PT0RKvVUlxcTHt7O1KpFG9vbxITE3n22Wfx8vLi448/prKykuDgYOCOIhweHs6QIUO4dOkS58+fJzAwEEtLS9566y30ej0rVqwgIiIChULBU089haenJ3v27OH27duCQafRaBgwYADPPfccNTU1nD17lrCwMGxtbVm1ahWdnZ3s27evRzIBFBYW0tXVhZmZGd7e3lRWVrJq1SrMzc1Zv349nZ2dqFQqwSAwMzNDLBaTl5dHdXU17777LmVlZRw6dIg33ngDsVhMZWUlxcXFvPPOO1RXV/PNN9+wfv16Nm7cyIcffoi7uzvbtm2jvr6e3r1731O/H3nkEfbt28fQoUNJSkpi2LBhaDQaFAoFb775JnV1dXz//feCQdd9urpy5Uo8PDyE/t+4cYNJkyYxYcIEDh48SGZmJhMnTsTW1pa33nqLzs5O3n//faZPn46NjQ16vZ6WlhZeeeUVHB0dWb9+vaBEzJkzh+DgYH755RdKSkruy6ALCwsjMTERLy8vUlJSeOyxxygvL0en07F27Vra29spKSlBr9ezc+dOnn76afz9/amoqBCUTYBz584RHBzMjBkzaGxspKOjg66uLo4fP85rr72Gg4MDlZWViEQiMjIymDFjBsHBwVRUVBittZqaGgDefvttVCoVSqUSX19f3n33XcEIGTFixD3JaGVlRVBQEGlpaYwaNYqioiJWrlzJ5cuXCQoKYvLkySgUCiOvZ3V1NWq1mrVr16LRaCguLkav1/P999+zcOFC+vbtS0VFBRKJhIyMDCwtLXnjjTdob2+npaVFaEen03HgwAHWrFmDs7MzFRUVmJmZ8e677wJQWlpKUlISFhYW9yTT4MGDuXTpEqWlpSiVSiwsLHBwcKCrq4tXXnkFgN27d2MwGEhLS2Pu3LkEBgby5ZdfUlZWhkgkumvNbNiwAYlEQm1tLQUFBbz11lvU19ezYcMGtm3bRnR0NGPHjmX8+PEcOHCAvLy8ez78Cg0N5fLly9TU1FBSUoJMJsPa2prr16+zZMkS3NzcKC4uNnqmvLycgIAA5s2bx/nz50lJSWHcuHHk5+ezatUqxGIxubm5GAwGDh06xJgxYxgzZgxyudyo6t+NGzcAeOONN9BqtSgUCtzc3ISxSExMRKvVGs3re0EqlTJp0iSSk5OJiori8uXLPPnkk3R2dtKvXz/mz5+PwWBALBbT3t5Onz59iIiIQC6X89JLL/Hoo49iZmYm7CHLly/Hw8ODjz/+mNLSUtzd3Rk9ejSjR48mKyuL5ORkQkJCsLKyYvXq1YjFYr799ls6OjoEg66trU04PNq1axdNTU0AzJ49m+DgYI4ePUp5eXmPDTpvb2/OnDlDRUUF9fX1ODo64u7uTmFhIVOnTqWiokK418nJSXjXt27d4sKFC9ja2nL16lVhr29ra+PEiROsXLkSR0dHcnJyhOcNBgNHjx5lzpw5DBw4kOrqaszNzZkwYQLjx49Hr9fz9ttvM3LkyB7J8mt69epFYGAgx44dY8KECRw9epQPP/yQK1eu4OLiwnPPPYdKpTLyVsvlcm7dusWHH35IR0cHO3fuZPTo0ZSWljJkyBDgjufxs88+44MPPsDPz4/9+/eTnZ3NmDFjAMjIyBAONC5fvszly5d59NFHkclkREVFYW1tfV+6iQkTJkz83nhgIZfu7u6Eh4dz5coVdu/ezZQpU+57wywrK0MulzNr1qweKQcikYjRo0ezf/9+4uLiGD16NGKxmEGDBrFz505+/vlnOjo68Pf3F55xc3Nj0KBBpKSkcOLECR555BGxTbRyAAAgAElEQVQsLS2ZPXs2paWlgifG1taWUaNGYWFhQWxsLDk5OUYGgZ2dHSNGjOD69evs2bOHgQMHYmZmRlhYGOXl5Rw9elQw/noi06FDh4iNjWX06NHCaaOzszP19fW4urpiYWFBc3MzCQkJrFixgm+//ZbOzk6qqqoYNmwYlpaW9OvXD6VSKSjgcrmcwYMHY2VlRUBAAEqlktraWhoaGvDy8sLKygpPT08jRfufxdnZGXt7ew4dOkRubi79+vUTPAf79+/n4MGDDB482OgZjUbDjz/+yMqVK4mJiaGrq4uQkBAOHjxIdHQ0aWlpDB8+HGtra+bPn09BQQE7duxg5MiRgpfGzMyMRx55BLVazcGDB4Ux7tu3L25ubiQlJXHlyhUCAgLuWaZfExgYSFlZGQcOHEAqleLi4oJCoUClUvHaa6/x/vvv4+joSFtbG01NTcTHx7Ns2TLi4uKEvhoMBnJzcwXFdOvWrVhbW6NQKGhoaGDTpk08//zzlJeXY2ZmRmVlJceOHWP58uVcuHDByGsql8uprKxk2bJlbNy4EQsLC8zMzJBIJLS1taHRaAgKCrpnOYcOHcrZs2eJiYmhf//+SKVS6uvrKS0tZdmyZWzbts1oXiuVSpqamli9ejXvvfcetra2aDQalEolycnJLFu2jJMnT2Jra0tubi4KhYI//OEPfPrpp0b7R2NjIw0NDWzbto1ly5ZRVFSEWCxGIpEgEomIjo5mzJgx9+wRMjc3Z8yYMcTGxrJ7927GjRuHSCRi0qRJODs709DQgJ2dnRCi17t3b6RSKQEBAZSWlv7mmukO82psbCQgIABra2u8vb1pamqipaWFa9euERgYiIWFBYGBgdTW1t5zyJ65uTnDhg3j2LFjHDlyhJEjR2IwGGhsbOS7775j5cqVZGdnG80Jb29v0tPTiYmJISEhgYkTJ6JQKLCysmL9+vW8/vrrdHZ2IhaLuXbtGjdu3GDFihX8/PPPSKVSYTwKCgpobW1l1apVrF+/HkCYW1qtlsOHDzN8+PD72v+DgoIoKipi3759uLm54erqilarpaSkhD/84Q+8//77yOVybG1tGTduHLdu3eLQoUM8++yzmJnd+VkTiUSEhYUhlUo5efIktbW1BAUF0bt3b0aOHMmlS5f47rvvGD9+PGKxmEmTJlFeXs4PP/yAq6ursD8BjBo1io6ODo4fP05DQwPOzs54enoik8lISkoiOzsbPz+/Hsvb7bXavXs3iYmJjBkzBisrK6ZNm3aXkSgSiZBIJOj1evbu3cvs2bOxsrLi+eefx93dHbgTymhlZcWuXbtYuXIlubm5gjxarZbGxkaysrJYtmwZBw4cwM7ODrFYjFgsJj8/HwsLCwYOHNhjeboRi8XMnDmT3Nxc/vznP/PEE0/g6OhIVlYWlZWVvPLKK2zdutVorkgkEszMzIQQ14sXL6LT6Zg7dy4eHh4AwgFfdzhzU1MTCoVCaCMvL09YY/369aO+vh6DwcCtW7dYu3Ytb731FkVFRfctnwkTJkz8XnjgRVG0Wi3BwcHI5fL7js3vPlW7H8Wgra2NwsJCioqKaG5upqurC7lcTmBgIE5OTtja2hqdfnbTbej9+pRbq9Xi7OwsKMRwx3Og1+vx9/e/y9DpVgI9PDyMclE6OjqwsrLqcf5Ja2srxcXF5OfnG31nS0sLR44cYdasWQAEBAQwZcoUvvjiCzQaDZcuXUKv1wvGscFgEE6y4Y5HtFsZ6j4B784L6h6DX99/L3SHNkZHR+Pm5kZzc7OQ19KtHFVUVBjlIQUGBrJgwQI+/vhjCgsLKS4upqKigsGDB2Nvb4+fnx95eXlG3+Hm5oZarb4rR1Gr1WJpaUmvXr2Ed/ZrJb0nRuqvUalUuLu7c+jQIcRiMR0dHXR2dnLt2jX+9Kc/8dxzz/HHP/4RjUZDe3s7/fv3Z+vWrRgMBq5evSr0p62tjcrKSj799FOmTJnC8ePHaWtro7Ozk6VLl/LZZ59x/fp11Go1FRUVDB8+nM2bN9Pa2kphYaHQn/b2dkQiEdu2bSMyMlIItQS4cOEC/v7+9xw2C9DU1IS9vT3nzp1Dp9MJfRaLxWzbto3w8HC2b98u3K/T6bhx4wbvv/8+K1as4MMPPxTWT0BAAFu3bsXc3JyUlBTa2tqQy+Vs2LCBiIgIzpw5I+whGo2Gzs5OHn/8cb788kuys7NRKpUAZGVl0dbWRmBgYI/GTqlUkpWVhUQiobm5WZjf1dXVHDx4kClTpgAYzXuxWExXV5ewhro/F4vFQp//+jNzc3P0er3RGuxJSGI3arWatLQ0zM3NhX7n5+cze/ZsPvnkE7KysigvLxful8vleHh4YGdnh7e3N5mZmeh0OhISEvif//kf1q5dy9dff01jYyMqlQqxWMymTZvo27cvqampgvxtbW2Ulpayfv16Fi9ezKlTp4S5cObMGcaPH49MJuuxXHBnTCwtLdm3bx82NjZ0dHRgbW3NqFGj2LhxI3PmzBFCPOHOntqrVy/BK/5rdDodYrEYX19f6urqgP/Nqxs4cCB1dXXo9XphP3BwcDDa+7rp7OzEYDAgk8mEQzC9Xk9HRwf29vY0Njb2WF69Xo9GoyEnJ4eysrJ/2JbBYCArK4vAwECjA8lfy5yfn8+8efP46KOPyMjIID8/H/jf/E0HBwf+8pe/0KtXL+Li4gQZU1JSWLFixQPzYOXn5+Pg4IBcLkej0dDW1oZarUatVvPJJ58wZcoUIdQTwNXVlZEjR/Ltt99y+PBh+vXrd1dfRCIRa9as4cSJE+zevVuYr910dXUZ/c51M3XqVNavX8+SJUu4cOHCA5HPhAkTJn4PPDCDrrCwkIqKCiZNmsTSpUu5ePHifRecOHr0KGvWrGH58uXs2bOHvXv33nMbJSUltLe3o1KpKCkpQafTUVFRwcKFC5k5cyaDBw8mJSVFuL+iogK5XM7UqVOZPXs23333HQ0NDaSlpTF06FAWLVqESqWiurqaU6dO4eTkxJw5c+jXr5+RQl1RUUF5eTnjx4/nscceo6ioCJ1OR3p6OiEhIURERFBZWdmjQiOlpaW0tbUJhh3cUXjXr1/PqFGjGDBggKA09u/fHycnJ/r3709dXR0ymYxbt24BdxQ8iUQieIicnZ3Jzc0FoKGhAZFIJHgduxWM2traHoW/dnZ2CuF2JSUlKJVKVCoVZmZmzJo1i4iICIqLiwUl3WAwIJVK8fHxwdXVFS8vL+RyOZmZmTzxxBPMmDGDadOmcfz4cerr67l06RJhYWEsXryY+vp6GhoahPcSFxdHQEAAERERODk5UVpaypUrV9Dr9cyYMYOJEyeSmZl5zzL9mqamJmpqaujq6hLyxWxtbZk4cSIymQx/f3/q6+uxsLDAwsKC4OBgnJycGDhwoGBMmpmZ4ebmxoQJE3BycmLYsGE0Nzfj6uqKnZ0dvXv3xsXFBTs7O7q6uggKCiIwMBBHR0e8vLyMlECZTIavry8ODg74+PgI76O5uZkDBw4wZsyYHilsNTU1wlzunu/d88vBwYHAwEAqKyuF+62trRk3bpzQH6VSibm5ORYWFsLcDAkJobm5GU9PTwYPHoyLiwtBQUF0dXUJxpGrqys2NjZ4enri7OyMk5MTOp0OrVbL8ePHeeGFF+453LKbbo9TVVUVZWVlwnvauHEjCxcuxN/fH5FIhEgkQq1Wo9frKS0txdPTEycnJ+FQoXvNdOfD2dvbC7l13Tm5jo6OBAYGCiGxVVVVODk59WgsCgsL0Wg0lJWVCWG4wcHB+Pv74+rqiru7u7Ce4E4+2aRJk5g+fTrTp09n165d2NraEhoaiqenJz4+Ptjb26PRaPDy8mLEiBE4ODjQv39/o+IwHh4eDBkyBFdXV4KDgwUjValUkpGRwYIFC+7bGGhoaBD2ouLiYqE4Rp8+fXBwcMDf3x+5XE5jYyM5OTmMGTOGRYsWcerUKerr64E7Rs2VK1dwc3Nj1qxZDBgwgLS0NPLz86mpqWHKlCk888wzpKamolAoSEtLIzQ0lMjISBobG42KbZw9exZPT08iIiKwt7fn9u3b5OXlYTAYmDZtGqNGjSI9Pb3H8hoMBkpKStBqtTQ3N1NSUvIP77969Spz5sz5zXdtbW2NVColKCgImUxGUFCQsM90544PGTIER0dHIa8T7sxTkUhEnz59eizLX9PtyVYoFGRmZgrza9CgQTg5OREYGGh0ANfZ2cm4ceN46aWXWLJkCYGBgb8ZoePo6MjLL7/MsmXLCAkJEXLFAXx8fITDjNu3b+Pg4IBGoxH2Dy8vr99tIRsTJkyY6Anid955509/74buk8t/hEqlYs+ePajValJSUvDy8mLIkCHCCXVPmD59OvPnzyc8PBw7OzuioqLu2avg5+eHRCIhODiYOXPmIJVKqaqqIiMjg9raWq5evcr06dMpKCjAYDAIeXvNzc1cvXqV0NBQBg8ezI8//kh9fT35+fkoFAoeeughiouLSUlJQaFQcOvWLUaNGkVlZSXZ2dl4e3uzZ88eWltbyczMRCaTERwcTHx8PCUlJZSWltLZ2cno0aPv+b34+voK4Vrz5s1DIpEQExNDZmYmvr6+FBQU4OHhQXl5OceOHaO5uZm0tDRmzZqFj48PZ86coampifPnz/PII49gMBjYs2cPU6ZM4cKFC9TV1XHhwgWmT59OQEAA7u7uJCUlUVJSQltbG5MmTbrnEFhzc3NCQkLIyMjg7bffxtvbG7FYzNWrV2loaODmzZvo9XrGjh1LcnIy/v7+3Lx5k6SkJGpra8nPz2fu3Ll0dnYSFxdHU1MTycnJTJ48GW9vb3bs2IFarSYnJweNRsOQIUPYsmULYWFhnD9/noKCAqqqqsjPz2fixIloNBpOnDhBS0sLV69eZdiwYUI4T0/oLg6SkZHBO++8g4uLCzY2NiQnJ9PQ0MClS5fo378/Y8eOxcbGhrNnz6JUKrlw4QIzZswQvCXBwcEcOXIEjUbDsWPHGDt2LIGBgTQ1NZGfn095eTmtra0MHz4ciURCYmKiED41a9YsMjIyaGpqwtvbm9TUVJRKJZcvXyY0NJS+ffsK4XB/Hd76z+Lu7k5QUBByuZxXX30VqVSKpaUlsbGxqFQqkpOTmT59Onq9nvz8fPr27cvly5epq6sTQlvHjRuHjY0Np06doqmpiXPnzjFz5kwGDBjA6dOnhXaCgoJwcXEhJiaGwYMH09HRQXZ2NpWVlSgUCkaNGkVVVRUKhYJJkyb1eOy6IwrmzZvH+PHjsbCwYO/evXR0dGBpaUlBQYHgJTh58iR1dXUolUpmzpyJo6MjSUlJRmtGKpWydetWpk2bRnp6OhUVFaSlpTF9+nQh5O/w4cM0NTVx48YNZs6ceU+FXH7d7/LychYtWsSYMWOwsLCgpaWF1NRUampqKC0tZdasWaSlpeHs7IxEIuHMmTOoVCrS0tKYMGECYWFhZGRkUFlZSWZmJl1dXUybNg0fHx9OnTqFWq0mPj6e8ePHU1dXR3p6OmPHjiUuLg6VSkViYiL+/v7069eP9PR0XF1dhYI494OzszP9+/fn1q1bvPvuu9jZ2dHe3s7hw4eF/SwsLAwfHx+OHDmCXC7n5s2bWFhYMHnyZI4cOUK/fv24ceMGiYmJNDQ0cOXKFaZOnSqMr1qtJjk5GT8/P4YMGUJ0dDR1dXUUFRWh0WiEYj9+fn7k5ORw7do15HI5ZWVljB49mvb2do4dO0Zrays3btxgxIgRQsjjvdJdbEskEhESEsKsWbOEA4q6ujpqamoIDQ3l3Llz2NnZ0dzcTE5ODuPGjTPy8hYXFyMWiwkODqa1tZWLFy9SXV1NRkYGc+fO5dChQ0IIcExMDGq1mjNnzjBr1ix69erFoUOHGDhwIF5eXg/MQ+fl5UXv3r2RyWRC4RJPT09OnTpFa2srKSkpDBw4ECsrK9LT0/Hy8hI8xTdu3MDZ2VlIWeg+zBw0aBDnzp0jNTVVyFWdOnUqZ86cobOzk8GDB/PLL7/Q1NRESkoK06ZNw9XVlZ9++gmFQsHNmzeRyWT069fvN8fifjznJkyYMPGvYuPGjR90/1ukVqv/rrXW2dn5T4UG6vV66uvrUSgUWFpa0qdPH6NE+vtBq9WiUql6lHMGd4xNQKjwpdFoqKmpoa2tDRcXF1xdXfn2229ZsmQJNjY2RnJ4enoKitLt27eBO0qtg4MDOp2Oqqoq1Go1rq6uuLq6CqWWXV1daWhooK6uDmtra9zd3bGyskKlUlFTU4PBYMDDwwMHB4f7lslgMCCXy41O0b28vDAzM6O6uhqlUom7uzvu7u6IRCKam5upqqrC1tYWT09POjo6qKurw8fHR/BUWFpa4uXlhUQiQafTUVpaSldXF56envdcka8bg8HA7du3cXNzQywWYzAYUCqVyOVyzMzM6N27t+BRW7JkCR0dHVRUVNDa2irkq2i1Wmpra1GpVILXSiKR0NTURG1tLWZmZnh4eGBpaUl5eTk+Pj50dXVRVVVFZ2enME4Gg4Hq6mqamppwcnLC3d39vn/E9Xo9t2/fFoq4dMtXVVWFVCrFz88PCwsLOjs7qaysFMI0ZTIZq1at4vXXX6dPnz7U1tZSV1eHk5MTvXv3xtzcnLa2NsrKytDr9Xh7e2NnZyfMv8bGRry8vJDJZDQ2NmJubo6trS2NjY1UVFRgZ2eHj4+PUKjDxcXlvtZmR0cHLS0tQlidXq+nrq6O27dv4+TkJBR4cHJyYuTIkTQ1NVFZWYmFhQW+vr5YWloKfW9ubqZXr164ublhZmZGXV2d4LXq9hLU1dXh4eGBVqulrKwMnU6Hl5cXDg4OtLa2otPpjE7ne0J3NbzuiqrV1dVGEQZ9+/als7NT8DR4e3sL36lSqYzWTLds/v7+qNVqoehE9xjAnWq1zc3NuLu74+Li0mPlubGxEWtrayE/6tdrxsvLC3t7e3788UeioqKQSqXI5XKUSqWw9iUSCSqVivLycsRisVCASq/XC8Zy9/i0t7fT3t6OTCajoaGBqqoqHBwchD2ysbERqVTaIw/+b9Gd69VtJBkMBhQKBVVVVdjY2ODj44O5uTlNTU3I5XIhoqC1tZXvvvuOtWvXotPpuH37Nq2trcI6hztzqrGxESsrK/r06YOFhYUQeQHQu3dvbG1tqaqqEp6prKxEo9HQq1cvXFxchP1MoVDg4uLyQPaQlpYWRCKR8FsFCCGKMpmMt99+Wyhi1Z0C8Ou509zcjEgkwt7eno6ODsrKyujo6KBPnz44OztTWVmJk5MTVlZW1NTU0NjYiEwmE/asqqoqZDLZA/vt7kar1aLRaIQqlHAn2qOmpgYXFxc8PDy4cuUKSqWS2bNn09TURFlZGfb29vTu3VtYly0tLXR2duLi4oJWqxUORj08PHB2dkYul2NtbY29vT319fXU1NQY7S+NjY2Ul5djY2Mj5IX/NSKR6IHLb8KECRP/F9jY2Ag/AA/MoPt3RqvVkpiYyNSpU+/Lo2ji/qmrq6O4uFioVvbfgE6nY8OGDbz33nv/EfPPYDAQHx/PsGHD7tvQMnF/dOfOjhs3rkc5k/+O/Drc/T8JrVbL9u3beeWVV/4jKzTGxsbSv3//+you8yAwGXQmTJj4d8Fk0P0VBoMBnU4nVMwz8f+P7nyc/6aQl+4CDf8pSoRpPf1++G8ci+7cy/80A1av16PT6XqcK/p7p/tPXfT0z108KEwGnQkTJv5dMBl0JkyYMGHChAkTf4XJoDNhwsS/C7826P7947tMmDBhwoQJEyZMmDBh4r+UfxjXJpFI/qvC30yYMGHChAkTJkyYMGHi34V/aKn9t+RdmDBhwoQJEyZMmDBhwsS/G6aQSxMmTJgwYcKECRMmTJj4N8Vk0JkwYcKECRMmTJgwYcLEvyn/1QZdZ2fn3/ysq6sLg8G4AGh3Sf1fYzAY/m4VUJ1O95tt/19VDtVqtXf1W6vV3tVvrVb7N/ug1+vRarVG1wwGAxqN5sF29ldt/9Z7+lfQ0dFx1/v6V9BdWv3vff7X/NZ81el0f7P/3X8O4Z9p50HQ2dn5N2Xq6uq663v/Vv9+aw5381tz89+Rf7Rv3A9/b53+X43974G/Ny9+aw/U6XS/ue+0t7f/zfnX0dHxd9etiX+Of/Qb+Pf2gF/zt8YQ/v/+rpgwYcLEv5oHbtDduHGDyMhIcnNz77utK1euMH/+fGbPns3s2bPvWfHOy8vjyJEjgiG2f/9+srKyqKqqYunSpSxYsIAdO3YYPdPZ2cm3337L3LlzefHFF2loaAAgMzOTyMhIFi5cSEJCAgBqtZrVq1czd+5cNm/efJcidfDgQebPn8/SpUspKioS2nnqqaeIiooiPj6+R+9l9+7dtLS0AJCTk8PmzZtpb29n3bp1LFq0iHfffVcw2LZt20ZERAQrVqxAqVQCcPToURYuXMiiRYsoKyszaruxsZGVK1eyYMEC9u7dKyjQa9asYcGCBWzatKlHCvUvv/zCpUuXgDsK07Zt22hpaeHatWvMmzePxx57jLi4OKNnsrKyiIqKEsa/uLiY9vZ2o2s7d+4E4JtvvhGurV69GpVKJbSzb98+4bPnnnuOpqYmAPbs2cNjjz3GihUrkMvl9yxTN21tbfzlL3+htbUVgIyMDKKjoykpKWHp0qXCdxcUFGAwGDh58iRz5szh8ccfJysry6ituro6VqxYwZw5c9iyZYtgsG3dupV58+bx/PPPU1dXB0BSUhKPP/44jz32GBkZGUbtKBQKVq1aRUREBF999RVarRaNRiO089prrxm9o39Wzh07dtDW1gZAWloaMTExdHV18e233zJv3jxefvllmpubjZ5LSEggKiqKJ554gpycHOCOwvbOO+8QERHBe++9R3t7OwDR0dEsWrSIxx9//K65WVVVxfPPP09ERITwvd3vdvbs2axcuVLoW0+orq7m8OHDwj5z/PhxEhIS0Gq1bNq0ie3bt9PV1cWaNWuMvletVrNq1Sqja9288sorwrWIiAhSUlKoqqri2WefZc6cOezZs+eelc7U1FRiY2OF/588eZKsrCy6urpYt24dkZGRrFu3DrVabfTcDz/8wPz581m+fDmlpaXC9a6uLl5++eW71l98fDxPP/30b/ahvr6el19+mdTUVOGawWDg+++/Z9myZfc1DgDbt2+nsrISuDMuW7ZsET5raWnhmWeeobi4GLgzl9577z0iIiJ466237vru3bt3ExUVxVNPPUVNTQ0A2dnZLFu2jLlz55KYmAjc2c8/++wzIiMj+eCDD4Q5CXfe0cGDB4mMjGTlypXU1NRQWVlpNObvvffefcn86+/atWsXJSUlwrW9e/eiVCqprKzkhRdeEH6XAG7evGnUj/Xr1wOQkpLCs88+K+wXGRkZREVF3bU+4+LieOONN2hpacFgMBAfH8+jjz4q7Gc9ZcuWLeTn5wOgVCrZuXMner2ec+fOMX/+fJ588kmuX79u9IxKpeKjjz4iIiKCDz74wMjou3XrFlFRUSgUCgByc3N5/PHHiYiIIDk52aid1tZW1q5dy9y5c9mwYYOwFt5//33hPe3fv/++5DNhwoSJ3xMP1KDTaDQkJSXh6ur6QE6fm5ubeffdd4mOjiYmJuaeC7QEBQVRUlJCdXU1JSUlVFVV0b9/f+Li4nj11VeJjo6mqKhIMLYAampqsLOz48iRI0RERPDTTz/R0dHBiRMn2LFjBzt37mT79u20traSkJBAZGQkR48exWAwCAoG3FE66urqOHDgAG+88QYJCQnCPV988QVfffXVXT9m/yz29vakpqbS1tbGsWPHmDNnDnl5eQwePJiDBw/i7u7OxYsXKSkpQafTcfToUR5++GEOHz5MQ0MDSUlJ7N+/nzVr1rBnzx4jQzkmJobly5cTHR3NzZs3qaqq4sKFC8ycOZMTJ04AGCka/yzh4eEkJyejUqm4du0adnZ2SKVSzp8/zzfffMPOnTv56aefjIzFlpYWXnjhBWH8/f39UavVeHh4EB0dTXR0NMuWLQOgrKyMzZs3Ex0dzUcffYSdnZ3QTkVFBZ9//jnR0dF89dVXODo6cv36dVpaWvj555958cUXKS8v79FYAFhbWyOTyUhPT6etrY1z584xceJE1Go1UVFRQv8DAwOpq6sjNjaWn3/+mY0bN/LOO+8YeU0SEhJ44YUXOHLkCLdu3aKwsJCioiIcHBw4cuQICxYs4Pz58xgMBgoLC9m5cyebNm3i0qVLRmsuLy+PxYsXc/z4cTQaDUqlktraWvz8/Dh+/LgwHvcqp52dHZmZmbS0tBAfH8/UqVNJT08H7sydpUuXkpaWJjxTXV1Namoq3333HV988QUJCQno9Xp27NjB+PHjOXLkCKGhoZSVlZGdnU1OTg579uxh/fr1FBcXC3NTr9ezfft2Vq9ezZEjRxCLxbS3txMTE0NMTAxff/01AwYMuK+KvK6urlRUVFBZWUl5eTkXL14kNDSUQ4cO0adPH+HAZsOGDcTExPD9998zZcoUzM3N+eSTT4iJiWH79u089NBDQptffPEFMTEx7Nu3D09PTzw9Pfniiy9YsWIFR44coaioyMi4+mcYMGAABw4coKysjKKiIpKTk/H29mb//v2EhIRw9OhRRo8ebXRI0dzcTG5uLgcPHmTlypWCEaPT6di1axceHh5G87C+vp7z58//5vs0GAycOnVKeL6bvLw82traUKvV9+31DgsL49y5c8Adw3LkyJHAHeNt27Zt2NvbC/N99+7djBgxgsOHDzNy5EijfTg1NZXS0lL27dvH6tWrhXW/bds2NmzYwIEDB2hoaKC9vZ2LFy/St29fjh07xtixYwVDCO7sIXV1dRw6dIiXXnqJ0tJSPD09iYmJITo6mpdeeokRI0bcl8zdiMVixowZw7Zt21CpVBw9epTOzk7a29v58ccfMTc3N3q/gwYNIiYmhkOHDvHkk08yatQobt26RckbeBMAACAASURBVHZ2tvCeKioqSElJuctDe+HCBWpqarC2tkav15OVlUVhYSGtra33PYazZ8/ml19+oaOjg5SUFDw9PdFoNNy8eZO9e/eyYcMGjh49avRMYmIiISEhHDlyhBEjRlBQUADc0S3i4uIQiUSCd/vrr79m69atfP/99+zbt8/IAD1+/DhhYWEcO3YMd3d3rl27BoCHhwd79uwhJiaGhQsX3pd8JkyYMPF74oEadMnJyXh5edGnT58H0p5GoyExMZH33nuPixcv3vPzZmZmjBs3jiNHjnDmzBkefvhhxGIxvr6+pKamkpqaikQioVevXsIzffr0Yc6cOZSWlnL9+nXCwsIwNzfntddeQ6fTkZKSwoABA5BKpUyZMoXg4GBu3bpFTU0Nrq6uQjvW1tY89dRT1NbWcunSJby8vBCJRDzyyCN0dXVx7do17O3te/ReJk+ezMmTJ4mLi8Pb2xt/f3/69+/PzJkzEYlEqNVqHB0d8fb25rnnnsPc3JzW1lacnJxwcHDgT3/6E9bW1sJ9vzaUIyMjCQkJEUIspVIpo0aNYty4cYhEIrRabY/+6KqjoyN9+/YlPj6ec+fOMWXKFCQSCR4eHiQlJZGWlkZAQICRAtna2kp2djbvvPMOJ0+eFGSTSCR8+umnfPXVV8JpfEVFBTExMaxbt468vDyj766pqeGXX37hgw8+4ObNmwBcvHgRMzMz/vjHP5KRkUFwcHBPhkJg0qRJnDt3joSEBHx9fXF1daW9vZ2cnBzefvttDh8+jEgkws7ODicnJy5cuEBKSgrjxo0zkvnRRx/Fz8+P69ev09nZSa9evfDx8SEiIoKysjKuXLmCr68vIpGIqKgoWltbSU9PRyaTYWb2v8t5+PDh+Pr6kpWVRWdnJ5aWlnh6ejJx4kSKi4spKysjICDgnuWcOHEiJ06cID4+ngEDBuDg4EBVVRU2Nja8+eabXL16lSlTpgj3NzQ04Orqyueff84PP/xAVFQUWq2WgoIC1Go1b7zxBnq9nqCgIDIyMnBxcWHjxo2cPn2a0NBQYW42NzdTXl4ueBO8vLywtbVFKpUilUqJi4tjyJAhWFhY9HgMpVIpU6dOZcOGDZw9e5aoqCjs7e2ZM2cOM2bMEO6zsLBAKpVy69Yt/P39sbCwMLo2cODAu+69du0aAQEBeHl5ER4ezpUrV7h48SJarRZnZ+d76qejoyNvvvkmu3fvZsuWLTzzzDPY29tz+vRpGhoaWLNmDW1tbXh5eQnPWFtbY2NjQ1paGhkZGXh6egKQn5+PSqUykq+rq4tNmzbx8MMPG+1p3Vy/fp3a2lrCw8ONrp8/f56HH374nmT5W4SEhFBXV8elS5eoqalh6NChwB0DxN7enrCwMOBOCGRhYSF6vZ61a9ei1WoZMGCA0M6tW7cYMmQI69atIzk5mYkTJ1JeXo6TkxP79u3j448/JiQkBCsrKwoKCqiqqmL16tW0trbi4eEhtFNQUIBWq+Xtt98mOTmZQYMGCX+A2tLSkqKiIsaMGfNAZAfo378/YWFh/Pjjjxw/fpzIyEhcXFx46aWX8PHxMbrXzMwMqVSKwWCgtraWsWPH0rdvX5YuXYqNjQ1w57DimWeewcHBwejZYcOG8eSTT2JlZQVAQEAAixcvfiDVrf38/HBwcCAxMZHk5GTGjh2LRCLBysqKS5cuceXKFby9vY2eUSqVyOVy3nzzTdrb24V9+eDBg/Tt21eYt917t7u7O+3t7YjFYszNzYV2BgwYQF5eHpcvXyY/Px83NzcAiouL+fzzz9myZYvg6TNhwoSJ/wQemEFXX1/P/v37mTJlipFieT+IRCICAgJ45ZVXiI2N5fbt2/fchkaj4fz581y4cEEItbO3tyczM5OTJ09iaWlpdL9EIsFgMLB3716am5txdXXFzMwMGxsbEhMTOXnyJGFhYYhEIqytrSkpKWHXrl34+voatSWRSOjs7OTw4cNcvnxZMHItLCw4e/YsJ06c6LHhq1Qq0Wq1/OUvf6Gurg6tVoulpSVSqZT09HSkUinDhg1DKpViY2PDzZs3KSkpYfbs2Zibm+Pg4EBJSQn79+/niSeeMGrbycmJrq4udu7cyaRJk3Bzc8POzg6RSMT+/fsFQ/Fe6erqQqPRsG3bNm7fvi2E/Tg6OnLmzBni4+ORyWRGJ/5mZmbY2tqyatUqrl27RmpqKl1dXZiZmbFkyRK8vb357LPPMBgMiMVixo8fz+LFi9m1axf19fVCO2KxmNDQUJ5++mm+/vprqqurqayspKKigldffRWDwSB4LHpKc3MzSqWSzZs3o1ar0el0iEQibGxsWLNmDWVlZSQmJiISiejduzexsbGkpqbi5+dn5FmztramoKCA/fv3Ex4ejrm5ORYWFrS3t7N3715UKpVwACESiTh9+jRnz541Ut7hjnGSk5PDd999h42NDebm5kgkEpqbm/nxxx9pbW0VlL17oaWlhYaGBrZv305zczMGgwGlUklmZiavv/46ZmZm7N69W7hfrVYTExPDkiVLGDVqFG+99RZqtZrW1lYaGhpYvXo1SUlJXL58mZqaGm7cuMELL7xAr169BM833AkFbmxsZOjQofzhD3/g6NGjQghxVVUVSUlJ9+0h6erqoq2tjZqaGs6cOUNFRQVmZmbC/P81bW1t/PTTT0ZKfGtrK6dOnWLYsGF33ZuQkMAzzzyDSCTC2dmZgoICTpw4gaOjI2Kx+J76qdfrKSwsJD09nbKyMmpqatBqtVRUVNDc3MyaNWvIyckhOztbeEan0yGRSDh16pTgITcYDKSkpLBw4UIjZTg9PR0PDw/BaPo1ra2t/Pjjjzz99NNGxnNqaqqwXz8I2traaGlpYe3atbS0tKBWq1EqlaSlpfHcc88JhyAdHR2oVCoqKipYvXo1Fy9eFA7/uufmvn37WLFiBTY2NuzZsweFQsHNmzeZNm0akZGR/PDDD6hUKnJzcxGJRLz77rtkZ2cL4YJwZ47J5XLeeOMNHBwcOH36tPBZdnY2Eonkng3zv0dLSws6nY7o6Gjc3NyoqqpCKpUaRR78Nbdu3aJXr15YW1tjZWVlND7W1tZYW1vf9Yytra3RgZK1tXWPDux+i87OTurr6/n444+F8ezeE2NjY0lLS8Pe3t7IE1hYWIhWq+W1114jMzOTy5cvU1ZWRnp6OjNnzsTMzAyDwYBIJMLV1RWlUsnWrVtZvny5Ub8tLS1pamoSQqi7f5stLCx4/vnnCQkJ4fDhww9EThMmTJj4PfDADLrTp09jZmbGDz/8QG5uLmfOnLkrVv9eGTx4MA8//DDe3t4MHz7cKDTyn6W1tVXIoVOr1Wi1WlJSUtiwYQOffvopAQEBQvgQ3Mk90mg0rF+/niVLlvDJJ5/Q2tpKcXExjz/+OF9++SVnz56lpqaGmzdvMnjwYLZs2YJMJhO8P3DHM9HR0cHq1av54x//SEJCAjqdjvLycp588kk++ugj0tPTe5Rg39bWRt++fbGyskKv1wsGQXZ2NvHx8SxevFi4Vy6Xc/LkSZYvXy78wKtUKg4fPszrr7+OTCa7q/3Y2Fjc3NyYN2+ecC0+Ph6VSsVTTz11zwoo3FGu9Ho9YrEYg8EgKPUFBQVs3bqVjz/+mIqKCiMlKigoiMceewxPT08eeugh8vLycHBwYMWKFfj7+zN79myqqqpQq9U8++yzjB49moEDBzJ48GAhx7Crq4uoqCgmTZpEcHAw4eHhKBQKvL29CQkJwdPTk8mTJwvGQU9Rq9WIRCLEYrGgdHh6ehIVFYWHhweTJ0/m5s2b5OXlodPp2LJlC3/+8585efKkcFDR1dVFQUEBI0aM4IsvvqCjo4PLly9TVVWFWCxm/fr1LF++nFOnTtHa2opcLuf5559n3bp1pKWlGRmGZWVljBw5ks2bN2Nra0tBQQH19fXY2tqybt06pk2b1qMcErVafddpuIODAzNnzhTGqTsEE+4oiJMnTyYoKIjw8HAhL87c3JxZs2bh5eXFggULqKyspE+fPgwcOBBfX1+mT59OW1ubIJOLiwsuLi6EhYXh6+uLl5cXGo2Grq4ujh49yssvv3zX4cy9YjAYaGpqwt7eHhsbm7+bB3bq1CkmTJggnPwDHDt2jHHjxt3l1SooKKBfv344ODigUqn48ssv+eCDD/jzn/+Ml5fXPYdeGwwG5HI5/v7++Pn5oVAoMDMzw93dnXHjxtG7d2/Cw8ON8qxSU1NxcXHho48+4p133iEtLY2WlhYuXrzIoUOHiI6O5ty5cxQVFXHx4kUaGhrYsWMHJSUl7N27VzhoycnJobm5mYMHD5KUlERsbCwFBQV8++231NbWsm3bNpqbm7lw4cJ9hex1dnbi4uICgI2NDVqtluLiYioqKtixYwcXL17kp59+oqmpCUtLS+bNm4eXlxeLFi0SwqdFIpHgYfX19SUiIoLKykocHBywt7cnNDSUoUOH4u7ujkajwcfHh7CwMGQyGSNHjqSqqkroj7u7O6Ghobi7uzNy5Ejh3XZ0dPD5558zffr0Hu2Lf09+hUKBVCqld+/e/zDftfvApzuS4veAXq/H0tISS0tLZDIZ7e3ttLS0IJfL+fzzz1m3bh2JiYlGeoKjoyOPPPIInp6ejB8/nuzsbFJTUzEzM2P79u2UlpZy8OBBId/v0KFDzJ49myFDhhh996ZNm1i6dClffPEFkZGRXLhwAa1Wy1NPPYW/vz/Dhw//V78OEyZMmPg/5YEZdHPnzuXDDz9k4cKFeHp6MnLkyB55AH5Neno6CQkJtLS0kJmZSb9+/e65jTFjxvDQQw8RHh5OeHg4ZmZm6PV6cnNzUalUZGVl4e7uTllZGbdv36ayspKvv/4alUpFeXk5MpmMrq4u1q5dS0lJCfX19SiVSqysrPjll184deoU7e3tlJaWYmlpSXFxMVevXqW9vZ2NGzfS2NhITU0NIpEIkUjETz/9RHFxMS0tLWi12h55M/39/YmMjMTd3Z0FCxYglUqpqqri7bffJiIiApFIhEqloqWlhSVLljBhwgQsLS1RKpXodDpeffVVPDw8cHR0RKlUotfrOXjwIAqFgsuXL5Oamkp4eDiNjY1otVqqqqo4deoUM2bMoLW1tUdFUSQSCdOnT8fGxoYFCxbQv39/xGIxLS0t1NTU0NDQQHV1Nc7OzuTk5KDRaMjKyuLnn39GrVZz8eJFgoODaW5uZsOGDTQ2NhIfH4+7uzs2NjZs3ryZa9euUVtby61bt7C3t+fAgQM0Njaya9cuUlNThRAuFxcXHn30UWEOJCcn/2Zo2b3QbXza2Ngwc+ZMzM3NKS0t5aeffkKj0ZCWlkZISIhgXDU0NFBWVkZjYyOWlpakpqai0+nYu3cv58+fR6VSkZ+fj729PSUlJUIRmdzcXCHMcNOmTVRVVaFQKITcmKSkJFpaWkhOTiYhIYGOjg6qqqqE0Mi9e/fS3t5OZWVlj2QODg4mKioKBwcHHnnkEUQiEUFBQSQmJqJSqUhKSmL06NEoFAry8vLo06cPCoWCuro60tPT8fT0xMXFhXHjxhEbG0tzczOHDh3Cx8eHyZMnU1BQgEKh4Pz589jY2KDRaDh9+jS2trb069eP7OxsGhoaqKysxMrKitraWtrb2xk1atR9jR/cmaMjR45k0aJF+Pv7M23atN+8r6mpiStXrvD4448L1+rr64UiTnAnpLc7/+fChQuC99Da2hqJREJOTg5NTU1kZWXdc+i1WCxmzpw5jBo1iunTpzN58mTEYjFPPfUUN2/eRK1Wk5ycjEwmo7q6murqajw8PITwytLSUvR6Pba2tnz66acsXryYyZMnM2LECLy8vHj22Wd58cUXmTt3Lm5ubsyYMYPy8nLOnTtHSEgIGzZsYOHChYSEhDB69Gi8vb35+OOPeemll4iMjMTGxoahQ4fel2Hh5OTEggULEIlELFy4EBcXFwYNGsS6deuE7542bRoeHh6MGTOGY8eO0dzczP79+/H396e0tJSKigrGjh1LQkICSqWSI0eO0KdPHwYNGoRYLCY3N5eCggJu376NlZUV4eHhZGVlodVqSU9Px8/Pj6KiIrKzsxkxYgR5eXmo1WquX78ueMkvX75Mv3798Pf377Gsv4WDgwPz589n4MCBzJkzh/79+991T2NjoxBenpSURHBw8F2e+r9Ffn4+SUlJD7TPf41UKmXBggXY29sTFRWFl5cX5ubmKJVKlEol1dXVqNVqbG1tycvLQ6PRMHDgQM6cOSMcNoSEhDB79mzefPNNFi5cSO/evXnooYewtrbmm2++oa6ujn79+qFQKOjq6uLixYsUFRXh6elJdnY2ra2tXL16FTs7OyQSCd988w319fUUFhb+n8puwoQJE/9qxO+8886fHkRDUqkUW1tbbG1t0ev1BAcH3xWvf6/06dOHzMxMUlJSmDx58m/+qP0jrKyscHFxISgoiD59+mBmZkZAQADp6emkpaUxYsQIJk6cyP79++nfvz9+fn4YDAbOnDmDSCTi+eefx97enqFDh3L+/HkKCwtZvHgxvr6+hIWFkZ2dTUpKiqDc1NfX097ezsCBA4VwwpaWFubOnYudnR1eXl4kJCSQn5/PnDlzeqRUm5ubY2dnh729PSEhIYjFYqqrqwUjIicnB51OJ+T2yOVycnJyqKurw83NjebmZjo6OsjNzaW+vh5/f3+ysrLw9/fn5s2bSKVSCgoKKCoqEozd7jCvnJwcevXqhZOT0z31uTvUxtPTk0GDBuHk5ISFhQV9+vTh7Nmz5OTkEBkZiZeXF3v37mXChAl4enpSXl5OQkICQ4YMYcqUKTg6OiKTyYiNjaWzs5Ply5djaWnJpEmTiI+P5+bNmyxcuBAfHx8yMzMJCAhg6tSpJCcnk5mZycKFCwkKCsLR0RG9Xk9sbCwymYypU6feV/6VhYUFDg4O+Pr6MnDgQEQiETKZjIaGBuLi4ggICGD69Ok4OTkhk8k4e/YslZWVvPjii0gkEjZv3szcuXMJDQ3l2rVrXLlyhfHjxzN27Fi8vb3RarWcP38esVjM/Pnzsba2xsfHh7Nnz1JRUcHcuXNxdnamqKiI3r17ExwcTFZWlhCKOHjwYGQyGWq1mri4OGxtbYmMjLznIiIWFhY4Ojri6+srrEcXFxf0ej2nTp1CJpOxaNEiLl26RFNTEyEhIXh4eHDixAlaWlp49dVXsba2JigoiPLycpKTkxk3bhwTJkzAwcEBBwcHYmNjsbCwYN68eRgMBiHfr3///iQnJ3P9+nUeffRRvL29aWhowMvLC3d39x6P3a+xtLTEyckJb29v/Pz8hOvdhRh8fX1paWnB3d3dKJepsbERf39/QaEuKirCxsYGW1tb5HI5o0aNEry3EydOFHLZwsPDGTly5D0f7Nja2gr7iZubGyKRCD8/P8rLy4mPjycsLEwoFGJnZ0dISIgQ7q1SqYiIiMDe3l7Ys7vH1cPDA0tLS+G6mZkZoaGhKBQKFAoFwcHBwmdisRgvLy969eolyGpra4tWq2XEiBH35bESi8XY29vj4ODAyJEjsbCwQCKRCHLDnYMtOzs7+vbtS1VVFcnJyYwePZpJkyaxY8cOvLy8CAkJwdHRkbi4OOzt7XniiSewtLRk6NChnD17lqKiIhYtWoSbm5sQ2hgXF0doaCjDhg1DoVCg1Wrx8/NDIpFw7Ngx7OzshEObkpISZs6c+ZvhjPeDWCzGzs6OXr16ERgYKOS4wR2voK+vL9evXxf278LCQmbNmmV0H9xJOejbt68QjtjR0cHAgQNRKBS0tLQIhmhHRwd+fn6C512r1RIWFnZfRYa6c4YdHBwIDQ3F0tISCwsLZDIZp0+f/n/snXd4VFXe+D9TkmnpvZIOCKELSJGirKCAgKARBLGt77q6rqvPWl93XRVQbAu6uAqiKIIgNYSahBIgBUMSQk2vJCSTSZnJzGT67w+euT8iWBLYfXX3fv6aZ+49555+zrecc6ivr2fRokV4eXnx9ddfM378eCIjI6mrq+Pw4cPcfPPNTJgwQVhbeHt7Y7fbGTJkCFKplMLCQlQqFefPn6euro6YmBjq6+vx9vbmjjvuoKysjOPHjxMdHc0dd9whfDstLQ29Xs/s2bOvW+ksIiIi8n/J0qVL/+b+LTEajf/+S7h6iHv/x43G6XQilUqxWq1s2rSJBQsWCIsQt5/+lbhdiK71/w9po93f+Dnx/DfjLsO2tjYyMjK6nUB2rfq/Vrm63VevtTj+oWf/qrb1U9+4ss2cPXuWCxcuMHfu3Gs+d/NDef4xYaA3YXqLe3+jRCJhy5YtjBs3TjhY4spn3w/z/YX/j9XJj9Xxr41/RT1c6doMl49p/+Mf/yjs7/pX1f0vAXdbcjqd/OlPf+Kdd94RlDTXamcOhwOJRNKtPNyC+w+1P7vdjkwm+0WM3Tt37mT48OE/2yr3S+LKObCjo4MDBw785Jjf2+98v65+SXUoIiIicj1oNBphIPtVCHT/DiwWyw3bDC7Se5xOJzab7b+qLmw2Gy6X67oshL80LBYLnp6e4qLp/xi9Xt/r03R/zRiNxv9464vVakUul//qBfT/xjFfRERE5EYgCnQiIiIiIiIiIiIiIiK/Uq4U6H7dqj0REREREREREREREZH/Yn7SSd195L+IiIiIiIiIyH86/+p91SIiIiI3mp8ctRwOR7f7rURERERERERE/hORSCSiQCciIvKrQ3S5FBERERERERERERER+ZUiCnQiIiIiIiIiIiIiIiK/Un4VAp3D4RDurfl3xet0Oq965r7j6af++6lv/FSYG4nD4fjV7IG8Vpn/GC6XC7vd3uu28e+sh2t9+4fS7U7Xlc/d92N9n59qw9fK37/KhfrH2po7LTciT/8JLuA/lPcbRU/Htmu1lR9L47WeXW9/vB5+rC+703qttnetcvil9KeeciPS8UPl8q/gx8benzv//hj/l+1RRERE5N+N7JVXXnntx17oySJ748aN5ObmUlBQQHt7O3Fxcdd1D5XBYGD//v1kZmbS1dVFbGxsj8JfunSJ8vJyQkJCcLlcnDx5Upiwtm3bRk5ODhaLhejoaCGddrud3Nxc9uzZQ2VlJTExMSgUCmpra9myZQuFhYVoNBqCgoKwWCykpqaSlZVFZ2cnERER3S6vLSgoYNeuXZSWlhIeHo5Go6Guro7t27dz8uRJIZ6ecvLkSby9vVEoFBgMBjIyMoiNjaWpqYn09HTCwsLw8PDg+PHj7Nq1i/r6eqKjo4V7fpxOJ1lZWVRWVhIXF3dV/LW1tWzfvp3ExEThbjSr1crOnTtpbGy8Zpifg91uJyMjg4CAAFQqFV1dXRQWFhIWFsaFCxfYuXMnZ86cISgoqNvdWRUVFWzdupWCggIqKiro27cvBoOBnTt3kpOTg9PpJCIigszMTDIzMykoKKCgoICYmBjUajWHDx8mPT1d+F+lUhEYGMiBAwdIT0+nsbGRqKio67oH7vjx4/j7+6NQKGhpaSE3N5eoqCjS0tI4evQoBQUFNDc3k5SUhE6nY/v27RQVFREaGoqXl5cQj9VqFcIoFApCQ0OBy3WelpZGc3MzMTExyGQy6urq2LZtGxcuXCAsLKzbvVvu8nGny9/fH5vNxpEjR9i/f79QZj3pnxaLhdzcXMLCwpDJZFRWVlJdXU1ISAi5ubns3r2byspK4uPj8fDwEMKVlJSQmppKYWEhEREReHt7Y7PZ2L17NwcPHkSr1RIbG4tMJqOgoIC0tDTOnDlDVFQUarVaiKetrY3t27dz7NgxPDw8CA0NZc2aNUK9VlZWkpSUdNUF0j+FwWDg5MmTwgXNOp2Oc+fOERoaSklJCSdPniQxMZGGhga2bdvGd999R0FBAX369MHDw4P169cL/5nNZvr06SPEvXfvXg4fPkxBQQHnzp1j0KBB2Gw2du3axaFDh+js7CQqKqrHaW5ubhbq3eVyUVRUhMPhwNPTk4yMDNLT09HpdMTHxwv3lNntdr777jt2795NeXm5MLZptVo2b97MiRMnUKvVBAcHYzQa2bZtG8ePH8fhcBAeHt4tnv3795ORkSGMB3K5nKysLA4cOEBFRYUQd2+wWq0cOnRIGMcaGxspKysTLqlvaWlh69at9OvXD7lcTltbGzt27ODkyZMEBwd3GzusVit79uwhKysLqVQqxFFcXExqaioXL14kPj4emUxGc3MzW7duFfqlt7e3EI/FYmHXrl0cOXIELy8vgoKCsNvt5OTkkJaWRldX11Xj/8/BZDKRn58vtL22tjYKCwsJDw+noqKCvLy8bnWYm5vL3r17hTYfGBiIWq2+ql93dnaSmppKdnY2BQUFyOVywsLCgMuCX0ZGBgcPHqSgoIDGxkZhTHXPZ1arlaioqB6ND1VVVbS2tgqX2B8/fhyZTIZSqWT//v04HA6CgoLo7Oxk9+7dHD9+/Ko5sKuri/T0dDIzM2lqaiIuLg6ZTEZNTQ07duwgLy+PgIAA/P39hfrdtWsXdXV1JCQkdEvPtdrjnj17hP7ocrmIiIi4Kh/iHjoREZFfC0uXLv2b+/cNtdBt27aN2bNnk5KSwpgxY647vvT0dCQSCYsXL+bw4cNcunSpR+GDgoLYt28fBoMBnU7H7t27CQkJIS0tjaioKB544AG2b99ObW2tEKayspKjR4/y4IMPolQq+eabb7BYLLzyyitMmTKFqVOnsnTpUkwmE1u2bEEmk/HQQw+Rl5dHZWWlEI/BYGD9+vXcf//99O3blz179uB0Otm1axfjx4/nzjvvZM+ePb0ql0uXLpGVlYXL5WLfvn20trZSUVHB888/T3FxMQaDgUuXLnHkyBF++9vfolaryczMFMJ3dHTw+eefU1hYeM349+3bR2pqKl1dXcBlTeepU6fIyckhNze3V2kGkMlkmM1mtmzZgsvl4sSJE5SWliKVStm6dSszZ85k1KhR7Nq1q1u4uro6Bg0aREpKstPz9wAAIABJREFUCnfeeSdyuZzDhw8THh7OfffdR1paGi6Xi7Fjx5KSksKsWbOoqKhAqVQCMHr0aFJSUkhJSUGhUNDR0UFRUREXLlzgkUcewWAw8N133/U6X3B5gf3dd9/hdDrZt28fMpmMrq4uiouLhW9PnDgRu93O3//+d6Kjoxk4cCCvvfYaVqtViCctLY2mpiZmzJjBCy+8QHNzM5cuXWLt2rXMnTuXCxcukJ2dDcCmTZsYO3YsiYmJ7Ny5s5v2es+ePfj4+DB37ly2bNmCyWTiwoULlJaWsmjRIg4ePIhOp+tRHj09PTl16hRVVVVYLBY2bdpEREQEJSUlHD58mIULF6JUKvnyyy+FMC0tLXz++edMnz6d0aNH87//+784nU527tzJpUuXWLx4MUVFRZw4cYKmpibWrVvHvHnz6N+/P7t27eqWp3Xr1hEbG8vDDz9Meno67e3tQtnOnDmTxsbGXllclUolGRkZnDp1CpfLxYoVKzCZTBw8eJDXX3+d4uJiABobGwkNDRW+6e/vj9FoJD8/X/hvxIgR3eJOTU3l7rvvJiUlhdmzZyORSFi/fj0Wi4WHHnqI3Nxczp8/3+M0BwUFsX//fnQ6HR0dHezevZvQ0FCOHj0qlOu5c+c4ceKEEKa+vp709HQWLVpEaGgoK1aswOl0smTJEkaMGMHMmTN57bXXMBgMrFu3Dn9/fxYuXMjXX39NY2OjEM+JEycoKSnh0Ucf5cyZMxQWFnLx4kX279/PokWLcDgcHDt2rNeWEQ8PD2pqaigsLMTlcpGWliYssF0uFx9++CFHjx7FarXicDhYu3YtgYGBjBw5khdeeAGLxSLEdejQIcrKypg9ezbvvvsuDQ0NaLVa3nnnHe6++25qa2vZv38/AF999RXJycmMHj2aDRs2dOuX+/btw2azkZKSwubNm2ltbeXixYvk5+fz+OOPU1BQQE1NTY/z6unpSU5OjiBgfPrppxiNRo4fP84rr7xCcXFxtzY9dOhQUlJSuPfee7Hb7Tgcjmv2a4PBgMFgENrlTTfdJMRhs9k4d+6c8Gzy5Mk4HA7WrFmDWq1m4cKFrFmzhrKysh7n57PPPsPhcFBfX8+yZcvw8PDg5Zdf5siRI9TX1+NyuUhPT8dmszF16lT++c9/YjKZhPAnT56kubmZhx56iIqKCr777jsMBgPPP/8848ePZ+rUqSxZsgSj0QjAmTNnyM7OJicnp1s6fqg9NjY2MmPGDFJSUkhOTu5x/kRERER+qdwwgc49KJeUlHD69GkcDsd1WecAWltb8fLyIicnhwULFhASEtKj8DKZjKFDh3L48GGOHTvGxIkTkclkguZVp9Ph7+/fTasaGRnJ448/jslkwmaz4efnh0Qi4a233iIgIACj0ShoFG+//XYmTpxIW1sbnp6e3Sw8crmc559/HpfLRVdXl2BpuPfeewkMDKS9vb2bRaUnjBkzRlgEVFdXc9999+Hn58c//vEPwYrZ2NjITTfdhEKhICwsjEOHDgFgNpt5//33mTt37jU16MeOHUMmk3WzhtpsNk6cOMG9997bq/S6kUgk3HXXXej1ek6cOEFqaipTpkxBIpHg7e1Ne3s7RqMRX1/fbuE6Ozu5dOkSeXl5tLW1ATBy5EhGjhyJQqHAy8sLh8OBWq3Gx8eH5uZmhgwZIli+VCoVPj4+mM1mzpw5Q3JyMgqFArVajVarxdPTUxD+esv48ePJy8ujrKyMtrY2xowZg9VqRa1WU1xcTHFxMRKJhLa2NkwmE+PGjWPYsGF4e3sLiooryzkiIoKUlBQuXLhAfn4+v/nNbwgODuaBBx6gpKQEg8FAe3s78fHx3HTTTVe5wJ07d47hw4cTGBhIUFAQJpOJqqoqRo8ejZeXF0OGDOHMmTM9yqNEIuH2229n3759nD59msjISEJCQqioqODmm28mJyeH8PBwHn74YSFMc3MzgwYNoqSkhNbWVt5//33sdjvZ2dmMGDGC48ePM2vWLEaPHs3x48cZOXIkRUVFSKVS5s2bJ4whRqORs2fP4nA4OHr0KPfffz9+fn74+Pjg4+NDcXExcXFxvbIKeXh4sHjxYr7++mvS09ORyWSMGTOGyMhI3nvvPcHi0NnZicViIS8vj4sXLyKXyzEajQQEBFBYWMi5c+e6jXlugaCmpoaioiJsNhtWq5XMzEzi4+M5duwY99xzDwMGDOhxmqVSKWPGjCErK4tjx44xcuRIZDIZly5dIjExkezsbKZOncrIkSOFMHK5HG9vb7RaLVarFR8fH5xOJ4899hiDBg3Cx8cHuVyO3W5n0qRJ3HrrrSgUCvz9/bsJFTExMSxcuBCFQkFERAQ2mw2VSsXvf/97NBoNERER1+XKLJFImD59Ot999x2VlZV0dXWRlJSE0+kkIyODkJAQQXDW6/V0dHRw++23M2DAAIKCgqirqwMuWxKLiopYvHgxoaGhzJkzh1OnTnH69GmmTZtGeHg4Dz30EGfPnkWv11NZWcnAgQNJSkrCx8dHUGgBZGdnM2bMGAICAujXrx+tra2UlZUxbNgwPDw8GDFiBKWlpT3Oq1wu57777mPt2rUcPnwYq9XKxIkTCQsL4x//+AfBwcHd3lcqlYIF0uFwEBERcc1+7RZqCwoKKCkp6TbH2Ww2PDw8OH36NEVFRTidTvR6PWazmfDwcE6cOMGrr75KYmJij/ISExPDgAED2LBhA6mpqbz++utoNBp+97vfMW/ePOHbjY2N3HnnnURHRxMfH8+FCxeAy8J6cnIyc+bMwWAw4OHhgVqtprKykokTJ9LY2EhtbS1vvfUWarUam81GTk4O99xzz1Vp+aH2qNPpKC4u5uzZs9hsth7lT0REROSXzA0T6Do7O7Hb7dhsNqqqqli3bt11D5inTp2ivLwcpVLJZ599JmjleoJGo2Hr1q3s3bsXuVyOVCqlX79+/POf/2T58uUAgiuK+31PT0/ee+89srOzufXWW/H09CQyMpKdO3fy5ptvMmPGDFQqFWFhYZSWlvKXv/wFmUzWLR6VSoVMJuOTTz5h9erVDB06FIlEgp+fH9u2beODDz64ykXk5+JwOPD29uatt95CKpWi1+sJDw/vJghFRkZy6tQpwaJTVVWFy+XiyJEj9O/fn759+14Vb0tLC+vXr+eee+7p5nJy4MABoqOjCQwM7FV6r6SzsxOFQsG7776LQqEQhJCgoCBWrlzJJ598QmRkZLcwTU1N6PV6PD09+eqrr7BYLERGRqJWqyksLCQ4OLibi19OTg7Dhg3rFofT6WTr1q3MmDEDLy8vEhISKC0tZfny5WRmZnZzk+stFy9e5G9/+xsdHR3YbDYsFgsNDQ04HA4qKir44IMPMBqNgsuiVColKioKvV4PXHY36urqws/PD4A+ffrQ2tpKY2OjoMzw8vLCarXS0NCAQqHAw8NDWIS7LSJOpxOtVotarUYikeDp6YnZbKazsxMvLy8kEgn+/v7drC4/F6lUytmzZ1mxYoXwn06nIyMjAy8vLw4fPiwoD+DygnvHjh04HA5qamoEjbzJZOLIkSOo1WpWrVpFWVkZ1dXV5Ofn4+HhwYkTJzh48KAQj1arRafT0dTUhFKpZOPGjcJ40NHRwYYNGxg3blyvlUjuBfDHH39McnIyZrOZAQMGdBMQDQYDZWVlaDQavvzyS0pKSjAajdTX1yORSDh58iTr168X3u/q6sJqtdLa2opOp+Nvf/sbzc3NWK1WTp48iUqlYs2aNdTX1/cqzUqlkj179rBjxw6USiUul4va2lpyc3NRq9V89dVXVFVVCe8HBARgsVh48803+fbbb5kyZQpyuZzk5GScTiebN29mzpw5+Pr6MmDAAFQqFXv37iUwMFBwVYTLY0twcLBgnRs6dCgBAQFERUVx8eJFNm/ezIgRI65Loedu43/5y1+QSqW4XC7a2to4c+YMixcvFgSUrq4uAgIChP4UHx9Pe3s7cFl4MJvNgkAeERFBc3Mzzc3Ngqudl5cXTqeTxsZG5HI5CoUCiUSCTCYT5i+n00ldXZ0gSGk0GkwmE21tbfj4+CCRSPD19aW1tbXXefXy8uLDDz8kPj4ek8lEv379UKlUPxhmx44dDBw4EKVSidFovKpfd3V1UVlZiVKpJDs7m7S0tG7fa2xsxGaz0dDQwMqVKzGZTNTX11NUVIREIuG1116jubm5R/mw2WxERUXxzTffcOrUKaxWKxqNpptg6HQ6kcvleHh4IJFIiIiIoKmpCUAox+bmZt555x3a29tJSkqivb2dY8eO0dnZSUNDAx988AE2m4309HQiIiKuqej9ofbo9tyoqKjotYeMiIiIyC+RGybQeXt7s2LFCiZPnszChQsxmUy9EsCuRKPRcPvttzNhwgT69+/fK9ckuVyOzWbD6XQik8mwWq1kZGSwdOlSVqxYQUBAQDd3RIvFglwuZ8mSJcydO5cPP/wQq9WKXq9n0aJFrFy5kg0bNqDVamltbWX48OH84x//QKPRcO7cOSEet1XuxRdf5JVXXiE9PR2Hw0FXVxcPP/wwy5YtE1z0eorD4SA5ORmLxYKXlxd2u/2qd4KDg5k+fTo7duwgMDCQMWPGYDAYOHHiBEOHDqWuro62tjZhUe8W9saMGUNTUxNGo5GamhouXbrEypUriYyMpKamBr1eLyyYeoPD4RAWUbfccgt2u52WlhbKysp49913WbJkCceOHesWZubMmaSkpHDrrbcSERGBVqvF6XRy5swZ9uzZw8yZM4V3y8vLaWhoID4+vlscDQ0NtLe3C4v+9evXM2HCBFasWMHChQvJysrqdZ7c+Ro/fjwmk4n4+HicTicBAQG88MILTJw4kfvvv58jR47gcDhob28XDlhoaWkRLLUKhQJPT0+h32i1Wnx8fAgODhYsk11dXcjlcmEPj9vtSi6XCwtoqVSKv78/XV1duFwuwYKiVquF/zo7O3sloDudTmJiYrDb7YSGhuJyuVCr1UyfPp1x48Yxe/bsbgslT09P+vXrx2233cY999zDsWPHsNlsyGQy5s2bx6233ipYIn19fQkNDWXChAksXLiQhoYGoW1rNBoCAgK44447mDBhAoGBgRiNRsFqM2vWLGHh3htsNhtDhgwRFDHXOvDjlltu4cknn2Ts2LHccccd5OXlERkZybJly5gwYQKPPPII+fn5gmVHqVTy17/+lWnTpjFnzhw8PT3p6OhAIpEwe/ZsJkyYwOTJk3vlqgcIQofNZhMUMHK5nPnz5zN+/HgmT57czZX4woUL+Pn58emnn/Lyyy/z0ksvYbVacblc5OXl4XQ6uffee4X9WoWFhZSWlvLEE090U5jAZffN1NRUXn31VcHjoaWlhbVr1/KHP/yhm3KrN7hcLsLCwtBqtcTHxwtu397e3tTW1tLS0kJ5eblgJXX3p6amJsEy7xbQOjs7gcuKB/f+q5aWFgChrgIDA3E6nYIQ53K5hDKVSqWEhIQI/dJsNqNSqfD29sZkMuFyuTCZTN327vUEm83GyJEj8fDwwMPD4ycPN7l48SIZGRmMGjUKiUQi7Ee+sl9HR0fz7LPPcssttzBnzhxSU1OF8N7e3jz99NNMmjSJe+65h+LiYrq6unA4HCxevJjbb7+d8ePHU1FR0aN8uA96io2NJTExsZvrqxu3cO5WQLnrxB3eaDQSExPDsmXLiIuLY8+ePSiVShwOB3feeSfz58/HaDRSXl7ORx99RHR0NDU1NRgMBmGMdPP99uhwOPjLX/7ChAkTmDZtGh0dHT3Kn4iIiMgvmRvqcrlmzRo6OjqoqanBarVe1yETAAMHDhSEi4aGBuGAiJ7g4+NDQkICkZGRwoTrcrkwm83CYtjhcKDVamlvb6eyspLU1FTBLaWjo4POzk7+/ve/o9VqhQWszWbj22+/paioCLg8UVmtVrRaLVVVVTQ3N/PFF1902x/gcrn49ttvaW5uFt7vDR4eHvj7+6NUKgkJCblmObuFtT//+c/4+/szYMAA5HI5t956KxUVFVRXV9Pe3k5TUxOlpaU0NTXRt29f/P39KSkpwWw2U19fj9Pp5KmnnuLixYtCGLdFqbdpDwoKQqVSERAQgEKhENwFbTabsLBw73dwH+RQVlZGV1eXIACVl5ezbt06HnroIRQKBXa7HavVKuzB8vT0FCwqLpeLwsJCJkyYIGj2nU6nIBDZbLbrdg9250sqlRIYGIhMJsNgMLBjxw4MBgM1NTX4+voSEhKC0+nk9OnTlJeXo9VqCQ4Oprq6GqvVyk033UR6ejotLS3s27ePhIQEBg0aRE5ODm1tbezbt4+4uDj8/PxQKBTU19dTXV2NVCpFKpUKdZeUlMSFCxfo6Oigo6MDpVJJZGQkp0+fxmw2c/78+W77an4uKpWK0NBQZDKZ4I7cp08fysvLsVgslJeXExcXh8FgoLGxkeDgYNRqNQaDgbq6Ovz9/fH19aVfv36cO3cOs9nMyZMnCQgIYOTIkdhsNoxGIxcuXBDq9cyZM/j6+hIeHk5jYyMmk4n29nY8PDxoa2ujoqKCqVOnXlf9qVQq/Pz8hANkrnUowrlz58jNzcVqtVJZWUlYWBitra1s2LABo9FISUkJPj4+WCwWjh8/jsViYcOGDTQ3N9PU1IROpyM0NJQBAwZQVlaG2WzmwoUL3Q7f6Ane3t4kJCQQFRWFj48PUqmUuLg4zp07R1dXF+Xl5URERKDT6WhraxPavMViwWazCQvw/Px8du3axdSpUzEYDNjtdqqqqkhLS2POnDnC+2VlZTQ2NqLX6/nss8+YNGkSSqUSq9WK1Wrliy++YNSoUURHRwsCRm/x9PQULC/+/v5IpVLBGlNaWopOp6O8vBy1Wi0cplNTU0NdXR3h4eGCR0Lfvn3ZtWsXra2tZGZmctNNN9G/f3+OHj1KS0sLaWlpJCUl4e/vL7gP19XVCZ4Ep06doquri1GjRlFcXIxer6e2thY/Pz/i4uI4f/48NpuNs2fP9trjQqVSCf0iMDDwKuEZLluHW1pahANpnnrqKUERdK1+rdVq2b9/P1arlerqamJiYmhvb+f8+fOYzWb27NmDwWCgoaFBmEdCQkIE99OzZ88KB4/8XNwWtuDgYDQazTXbtUwmw9fXl7y8PGGuTExMpLGxUbBcHz9+HKfTKYzhUVFR+Pr6otVqqa6uFhSZTzzxBA0NDVRVVdHe3k5HRwfNzc3C+uP77dHhcJCamkpnZyctLS3XPeaLiIiI/JK4YadcqtVqTCYTf/3rXzl69ChPPPFENzed3hASEsJHH33E+vXrGTVqFBMmTOhReIlEQkhICEqlksTEREaMGIFMJiMwMJB3332X9evXEx0dzfz589m4cSMhISHExsaSnZ3NO++8Q1VVFX/9618JCgpCJpPx+uuvs3fvXubPn8+QIUNITEzko48+4rPPPiMiIoLp06dTWFjIhQsXGDt2LKWlpbz99tsUFhayaNEigoODsdvtLFmyhN27dzNnzpyrLEk/B7VaTXR0NFarlTvuuKObZeL8+fPExsYSGBjI4cOHWb58OTabjfnz5+Pt7U1cXBz9+vXD19cXg8HAXXfdxebNm5FIJIwePZp+/frRt29fCgsLuffeewkNDaVfv37069cPPz8/tFot06ZN63Ga3SiVSiIiIrDb7YL7o0ajQa/Xs2zZMo4cOcIDDzxAaGgo69evZ9CgQXh7e/PBBx+wfv16xo8fz/Dhw9mzZw+5ublkZGSwY8cORo8ejU6n49KlS8yYMQOA6upqDh8+zNChQ9m9ezd33HGH4MaUnJzM5s2b+fjjj2ltbWXhwoW93tPorpOoqCiqq6tZsGABKpUKlUpFQ0MDr732Gnl5eSxfvpzg4GD69u3Le++9R1ZWFs8//zwhISE8+eST3H777YwYMYKNGzfy9ddfs2jRIkaMGEFAQACtra289dZbeHp68sADD+Dp6Ymfnx9Lly6lqKiIBx98EH9/fzZs2EBiYiL9+/fnk08+YcOGDcybN4+EhAQCAgI4evQoK1asYPjw4YwdO1awxvxc/Pz8CA4ORiqVMn36dCQSCcHBweTl5fHuu+9iMBh44YUXOHnyJCUlJYwaNQqj0cirr75Kfn4+b7zxBgEBAQwYMIAvvviCNWvWEBUVJewbrK6uZtmyZZSXl/PYY49hNpvZtGkTo0ePJi4ujnfeeYeNGzcyffp0Bg4cyPnz51Gr1QwcOLDXdQeXhYbw8HBUKhW33XabsKfSYrFQUVHB0KFD8fX1Ze3ataxevZqgoCAWLVqEt7c3ZWVlLFu2jNOnT/O///u/tLW1ddun+tJLL5GRkcHTTz9NUlISQ4cOZdWqVXz++eckJyczbdq0HtcDIAjLsbGxgrUmPDycdevWsWbNGqKjo0lJSWHr1q1oNBpuuukmzpw5w/LlyykqKmLJkiX4+Pjw3nvvUV1dzf79+9m/fz9Dhgxh7dq1nD17loyMDEGxcOzYMRwOB2VlZRw4cICcnBx27NiBXC7H4XCwYcMGTp48KbjYDh48uNeLZm9vb8LCwjCZTNx7772CwqRfv34kJibS1NTE3XffjZeXF/Hx8fz973/nwIEDvPzyy3h5efHaa68xY8YMEhMT2b59O+vWrWPWrFmMHTsWPz8/nE4nS5cuxWq18thjj6FQKIiOjmb58uVkZGTwyCOPEBwczEcffcSwYcMYNGgQX331FWvXrmXmzJkkJyfj6+vLqVOnWLZsGQkJCdx22229Oh3R19eXyMhI5HI5t912m7Df2mazUVpaSnJyMtnZ2eh0Onx9fSkuLmbOnDlCeH9//6v6tZeXF3l5ebz99ttcvHiRV199lbq6Ovbu3cvEiRPR6XS88sorHDt2jFdeeYWIiAiSkpJYunQpmzZt4s4772Ty5Mk9yodcLhdOc+7bty+DBw8WnjU1NWGz2YiPjyc8PJwvvviCb7/9lvvuu4+EhAQ+/vhjxo0bR0BAAN988w2rVq3C5XLx5JNP4u/vj5+fH6+88gpHjhzh2WefpW/fvsK8FBAQQENDAzNmzBD2MV+rPQ4dOpTGxkbeeOMNCgoKePDBB69p1RdPuRQREfm1cOUplxKj0fij0prNZvvZ99u4XC7BZfFGDYhujbJ7P9CNwu2K5uHhgc1m4+uvv2bhwoWCdtRqtSKTybptJne7f12ZN7fW220lc2u93a4lbneoKxdsbneTa2libyROpxOj0YhGo/nRBaPT6ezVgvJGY7VakUqlyOVyTCYTGzdu5KGHHurmWnblMfY/xZV18UPPbTbbdVuSfwqLxYJUKu1W31e2gba2Nt5++22WLl2KVCoV2pR7n4k7rVar9apDP9z9zd1O3coXiUSC3W4XNN1XYjKZUKlUN1xDbTKZUCgUSKVSUlNTGTRokKCwsFgswn4+N26r7JUH0jidTrq6ulAqlUK9Xdk+3Vbtf3Wd/RBu6/6V6YPLrnseHh7dLMA/lma3dfh6D+O5Fk6nU3ALdDgcbN68mVmzZgmuiNca234OV7atXxpX9pm6ujoOHz7Mgw8+CHQf66/sT9//D64umyvr8Yf6k9FovOHz0/fZvXs3ycnJxMTE/OA71+rXbhdtuVx+Vf39WLt07yX8V9LV1SW4xKalpTF//nzhmdVqvWrevNYY8n1+zphvNpvx9PT8wTWKRCLp9ZUbIiIiIv9ONBqNMFDfUIHu14p7X1NAQMAvcrHy34jVasVgMPxX1InVaqW9vb3Hp7j+UnEfYOHl5fV/JniJXMbpdNLe3o6fn98vQmnz78BsNmOxWITDhf4TaG9vR61W/0f2J5vNJoz1vwREgU5EROTXgijQiYiIiIiIiIh8D1GgExER+bVwpUD336GyFRERERERERERERER+Q/kJze6SSSS/3iXNxERERERERERERERkV8jPynQ3cgDTkRERERERERERERERERuHKLLpYiIiIiIiIiIiIiIyK8UUaATERERERERERERERH5lSIKdCIiIiIiIiIiIiIiIr9SZK+88sprNyoyvV5PRUUFOp0OtVp93Rdn6/V6amtraW1tpbW1FZvNJlyO+3Mwm80YDAZUKhUALS0twOV7smpra2loaABAo9EIYVwuFy0tLdTW1tLZ2YmXlxcymQyj0Uh1dTU6nQ4PDw8UCgVOp5Pa2loaGxtxOBxXXS6r0+moqqrCaDSiUqmQy+VCPC0tLXh6evbqeGSHw0FTUxMajQaJRILD4aC1tRWVSoXBYODSpUvCHUwtLS1UV1fT1taGt7c3MpkMh8NBTU0NNTU1yGSyq9Ld0NBARUUFNpsNjUZDY2MjTU1NQj0oFIoe34fU1NQk7Me02+20tLSg0WiE8mhubsbT07PbRcvfr//AwEAAtFotNTU1dHV14evrC1yu68rKSjo6OtBoNN32fTocDqqqqoRvuMu8qamJyspKAKEsr4f29vZul3+3trZ2u6S4rq6Orq4uoQ23tbXR2NiIr69vt283NzdTUVHRrf1ZLBaqqqqor69HoVCgUqlwOp00NzdTXl6O1WrFx8enWzxtbW1UVFQIdW+1WqmurhbK02Kx4O3t/bPz53Q60Wq1wuXFBoOBzs5OVCoVLS0tVFZW0tnZiY+PT7c7z/R6vVDHGo0GDw8PnE4n9fX1VFdXY7fb8fLyQiKRoNPpKC8vR6/X4+Xl1a0erVYrVVVV1NbW4unpiUqloqysTMiP+9s9rUeLxYJerxfGCb1eL1wertVqMRqNaDQarFYrdXV1XLx4EbjcZlwuF01NTdTV1WE0GvHy8uqWd5PJRFVVFTqdDrlcjlKpxOl0UldXR0NDA3a7vcdtz+VycfHiRZRKJTKZDJvNRltbG2q1GoPBQGVlpVBPV/ZTi8UifFcqlaJWq4HL41R1dTVms1noT11dXVRWVtLa2nrN/uQe967ss1qtlsrKShwOx3X1J6fTyaVLl1CpVEilUsxms1A/Wq2WqqoqzGazUNbu9uUeA6+cd2yyuUk2AAAgAElEQVQ2G/X19UJZu9uZewwxGAxoNBpkMhmdnZ1UVVXR2toqjPFXxlNTU8OlS5cAUKvVuFwuGhsbqaqqEsbKnt71Z7fb0el0whxktVppbW0V6rKlpQVvb2+hLLVaLQ0NDd3GYrlcTlNTE+Xl5chkMiGutrY2qqqqMJlMV93Jd2W7dM8L7vmsoaEBuVwu9Iefi9lsFsYDuNyPLBYLCoWCpqYmzGYzGo1GKMu6ujqAbnO6uz9VVVV1e9bZ2SnMv1f2o5qaGhobG3E6nVfNY01NTVRUVAhtRSaTUV9fL8xlLpdL6AMiIiIiv0aWLl36N/fvGybQdXZ28uabb6JUKqmurqaoqIjBgwdf12W2Wq2Wc+fOodPpSE9Pp6GhgREjRvzs8AaDgfXr1zNo0CDMZjOrV68mOTmZ7OxsTp48CcC3337L4MGDhUmwsbGRr776CoVCQXZ2Nnq9npiYGN59912sVitarZbt27czbtw4jh8/ztGjR5HL5ezZs4e4uLhuC6IPPvgAlUrF+fPnaWpqom/fvmzfvp2mpiZ0Oh0nT55k+PDhPS4Xu93OJ598gkajITw8nKNHj3L69Gm8vLxYtWoVO3fuZPbs2TQ3N/P222/j6+tLQUEBFRUVDB48mH379pGfn4+Hhwf79+8nKSlJmDhLS0vZsGEDPj4+ZGZm4uPjQ3t7O7W1teh0Onbu3ElYWBjh4eE9SvPBgwcpLS2lf//+nD17lsOHD5OcnMzmzZvRarXodDq2b9/OhAkThDaTnp7OhQsX6OrqQqfT0bdvX5qbm1m2bBk+Pj7s3r2bsLAwAgMD+fDDD2ltbaW8vJzS0lKSk5OFyT09PZ3jx49jNpvZtWsXo0aNQq/X88knn6BSqcjIyCAmJkaou95y7tw51qxZw/jx47HZbHz88ccMGDAAtVpNdXU17733HtXV1YwePZqKigo2bNjAp59+yqxZs4SFd21tLR999BF+fn5kZWXR1dVFQkIC27dvp7KyErvdztGjRxk8eDC1tbVs2bIFpVLJ4cOH8fb2JjQ0FLi8mFq/fj0A58+fp7q6msjISIqLi9HpdBw9epSysjJGjx79s/PncDhYu3YtUVFRaDQavv76a7y8vHA4HHz55ZcoFApyc3PR6/UkJiYCl8eF1atXC0L1oUOHGDt2LHl5eaSlpaFWq9m2bRsRERF4enqycuVK1Go1Z86cQavVkpSUJNTjzp07KSkpQSKRcOjQIQYOHEhBQQE6nY6Ghgb27NnD2LFje6xIamtrY9WqVdx8881IJBKWLl1KSEgI58+fZ8OGDTQ0NHDzzTeTlZVFfn4+TqeTbdu2cfPNN9PQ0MAXX3yBRqPh4MGDuFwuYmJigMv9dOXKlZjNZlpaWvjmm2+YMGECJ06c4ODBg3h4eLBr1y5iY2N7dAm2y+Vi/fr1GI1G4uPjKSgooKCggAEDBrBx40Y6OjpobGzkzJkzDBkyRAiXmZnJqVOnsNlspKWlMXbsWNra2vjggw9QKpVCfw8JCWHNmjVcvHiRuro68vPzGT58uNAvjx07xv79+3E4HHz99deMGTMGk8nEypUrUalUHDhwQOiXvcHpdPL5558LaUlLS0Ov16NUKtm0aRNKpZKsrCyUSiW+vr6sXbsWm81GeXk5mZmZjB8/XojryJEjZGVlIZfL+frrrxkwYABms5mVK1fi7e1NdnY2BoOBpKQkVq9ejcFgQKfTkZ+fT3JysqCMycjIoLi4GJfLRWZmJv369UOr1bJlyxY0Gg2HDh0iLCysx5djW61WPv/8c8LDw/Hz82PLli3U1NQgkUhYtWoVhYWF3HrrrUI6qqurqaiooKWlhW3bthEbG4vJZOLbb79FoVCQkZHBwIEDsVgsfPTRR8jlcrKyslCpVMKYbbPZWL9+Pc3NzVRWVlJeXs6gQYPIzc1l586dSCQSvvjiC8aNG9cjhWNzczMffvght9xyCy6Xi9dff52oqCgKCwvZsGED7e3tDB06lKysLHJycpDJZGzatInRo0cL36mpqWHdunUolUpSU1MZOHAgCoWCt956C6vVSltbG9u2bWPUqFHk5OSQnZ2NTCZj7969xMfH4+PjA1zu0ytXriQgIIDMzEwUCgVRUVF88sknWK1WOjo6UKlUBAUF9ai+RERERH5JXCnQ3bDjK0+dOkVMTAzTp09HIpHgdDqv+3TMqKgooqKisFqt5Ofnk5KS0qPwAQEB+Pn5cfr0acxmMzExMQQEBFBbW8vdd99NSEgIBQUFaLVagoODAVCpVCxatIiQkBB8fHw4fvw4kydPZvbs2QwcOBCr1cqWLVswm82EhITw4IMP4uXlRWNjI+3t7URHRwOXJ+qFCxcSFxfHpUuXSE1Nxel0cvPNNxMdHU1nZ6ew4O4pnp6ePPjgg7zxxhu8/PLLvP3226xbt46SkhLmz5/PV199BUB+fj6/+c1vmDRpEnB5IWi323n//ffZtGkTGo2GyZMnd1sAf/nll9x3330kJSUxadIkZDKZUI8Wi4WDBw8SHx/f4zRPmzaNDz74AL1eT3p6OrNnz8bhcKDX63n00UdxOp0cOHAAq9UqaHhNJhNTpkwhJCRESENRURGTJ0/m7rvvJiYmhq1bt/Loo49y6NAhUlNTkUgkvPjii3R0dODv74/T6eSTTz7hk08+ITg4mA8//JCamhqKi4sZOXIkU6dOJSAggHPnzgl111uGDx9Oeno6J0+e5MyZMyQmJhIUFITNZuObb77hz3/+M9988w1wWZu9YMECjh492i2OvXv3MmPGDIYPH87tt9+ORCLBZrORmZnJ8uXL8fT0RCKR4OnpyZkzZ5g0aRL9+/dn8uTJ3ZQnDQ0NBAcHM2XKFOD/X5Y7ffp07HY75eXlzJs3r0f5k8vljBkzhszMTKZMmYJer2fIkCHs2bOHiRMnMnToUCHNburr64mIiOCuu+7C6XTidDoFgeQvf/kLvr6+3HbbbcKiLDk5mSlTpggLWHdcNpuN1NRUVqxYgUKhYPLkyXh6ejJ9+nQAiouLaW9v72bh/bkEBwczYMAAQfkjlUoZPnw4u3fv5vHHHxfqKCEhgbFjxyKTycjNzaW9vR0vLy9+97vfERgYiFwup7S0lAkTJgCXBZO77rqLAQMGYLPZ+PLLLzGZTAQHB/Pwww/j5eUlKHdiY2N/dnqlUim//e1vWbJkCUOHDmXjxo0888wzmM1mWltbue+++5DJZFdZyFpaWpg4cSJ9+vTh7NmzWCwWSktLGTJkCLNmzSIpKYnPP/+c559/niNHjrBhwwYkEglPPfUUOp2OkJAQoe5ef/11wsLCuHjxImVlZdTX1zNo0CDuvvtuEhMTOXnyJH379u1xXQDIZDJmzZrFrl27SEpK4syZMzzzzDM4nU7mz59PUFAQMpmM2tpaBgwYwOzZs4mOjqaxsZHFixfzwgsvCHmPiYlh/PjxyOVyioqKaGpqIjY2lt/97ndERkYSGxvLvn37mDp1KhMnTqR///44HA4+/fRT7Ha7oGhxx6NSqaitrcVkMqFWq1m0aBH+/v4YjUaamppISEjoUV6VSiW33XYbb775Ji+99BJpaWmsXr2avLw8nnzySdLS0rq9P3DgQGEeKi8vJyYmhkOHDjF+/HhGjRqFyWTi9OnTeHt7k5CQwKxZsygtLeX999/nn//8J3DZk8BoNPLYY49hNBpZsGABs2fPZtu2bfzpT38iIiKChoYGzpw5w9ixY392XiIjI+nXrx9btmwhKioKtVpNcnIyZWVlPPTQQ5w+fRqXy4Wvry+PPvqoIJg3NDTQr18/4HI/njJlCqNHj8bDw4P09HRmzZpFcXExL774InK5nIyMDEwmEyEhIYwYMQKNRkNDQwPt7e1ERkYClxVJc+fOZciQIQQHB1NeXs7o0aNRq9VMmTLlKkuuiIiIyK+dGybQuV1PVq1ahV6vZ+TIkUybNu26LHRuqquriYmJEbRvPaF///6sW7cOhULBwoULkUqljBw5kldffZW4uDiMRiNJSUnC+/7+/lgsFr744gtOnTrFM888g0KhIDk5mczMTPbt28ecOXPw8fHB19eXkpISUlNT0ev13HPPPUI87rRu2bKFrKwsHnvsMaRSKbGxsWRkZJCdnc3gwYN7XSYqlYqEhARee+01Zs6ciUqlYvz48ej1euEdtzve2bNnaWtrY9q0aSQlJSGVSvnyyy+xWCyoVCoefvhhfHx8cDqdlJSUsHPnTjQaDSaTicWLFwuCzqZNmxg/fnyPrAluJBIJHh4eLF++HL1eT0BAAAqFgujoaF566SW8vb0ZPHiwIMy5XC5MJhNbtmzBbrcjlUp58sknaWlpYcCAAQCEh4cLrnxXWoPDwsIwGo34+/uj1+ux2+2CtSAiIoKOjg4qKyuZNm0aAIGBgdTU1PS6Lty4XC5uueUW1qxZQ3V1NZ9++ilw2eoZFRVFRESE8O7gwYOxWq1XhXe7suXm5qLVannggQfw9fWltbWVNWvWYLFYiI6OJiUlhaamJk6dOsXBgwcxmUw88sgjwoKmsbGR/Px8amtrMRqNTJ06lTFjxgAIrqduJUZPCA8PZ/Xq1ZSUlDBs2DAkEgltbW0UFhZy9OhR9Ho98+fPF+rIYDCQk5NDQ0MDnZ2dDBs2jIkTJ2K329m4cSMWi4WOjg6efvppqqqquHTpErW1tRgMBqZOnSpYEJuamjAYDHz22WdYLBbCwsJYsGABCoWCrq4u1q5dyzPPPNNrN79hw4bx5JNPkp2dzf/8z/8AMHPmTOrr64V3+vTpw+nTp9m/fz9eXl5ERkYKLoFr1qzh1KlTvPjii8L7np6eDBw4kMOHD7Nv3z7mzZuHn58f/v7+VFRUsHr1apqbm5k1a1aP02u32wkICGDJkiV4eXnh5+dHXV0dpaWlfPzxx5jNZkaNGsXUqVOFMH379uWjjz4iLCwMp9OJRqOho6ODsLAw4LJgW1paSmtrK3379hX6U2xsLHq9npCQEDo7O7FarULbiYuLQ6fTUVtbK3gbBAUF0dHRgdPp7PX4r9FoqK+v54033iA6Olpw89Zqtaxbt46ysjKefvppVCqVoNjJy8vjpZde6tYGEhISqKysZOfOnXR2dgoWc5PJxJdffsnRo0f585//jFQqpW/fvhw6dIiDBw8yduzYbsqBfv36UVBQwIEDB1AqlQQFBaFUKqmpqWHbtm3U1tby7LPP9iqvERERqNVqli5dyowZM3C5XEycOJHOzs4fDHP48GHCw8Px8vLCYDAIAlFoaCgXL14kKipKsBYGBQVx/vx5HA4HMpmsm6u6RqNBo9EI7uBuC39iYiJarbbHeRk1ahTPPfcc3t7ePPfcc0gkEubNm0dpaSlweR5wt5OSkhIUCgVxcXFC+NbWVsGqHBoayokTJ9BoNMydO5cXX3wRDw8PbrrpJgIDAwkODub8+fOkpaVhNBq7Kaiio6OJjo6mo6ODnTt3CsrgoqIiLBYLXV1djBs3jokTJ/Y4jyIiIiK/RG7ooSilpaU8+eSTPPfcc+Tm5mI0Gm9IvAcPHmTYsGG9CuveX9Da2gpcXgjl5eXxyCOPCFry7777rlsYDw8PZs6cyaRJk9i5c6fw/8iRI3nooYfIyMgQBKc+ffqwYMECAgMDhT0BbjQaDVOmTGHevHkUFBQIC5xbbrmF++67T9gn0BsMBgOBgYGUlpaSkJCA2Wy+6h273U5XVxdPPfUUjz/+OBs3bsRms+FwOJg7d64w8dbW1gIIi9PExET+8Ic/MHHiRME1tampifz8fO66665epdfpdBIXF0dhYSGjR4/GYrFgMpkoLy/nqaee4pFHHuH8+fM0NjYClyf+qVOn8uijj/LHP/4RuVzO+fPn8fDwEAQhq9WKUqlEqVTS1dXVLd9uC49cLhcsxu5n7j0YNptNSJv7/evB5XLR1dWFt7c3s2fPprOzE7vdzjfffMO4ceN+MrzbGufl5cVTTz3Fo48+yoEDB4TF96JFi3jmmWdoaWnBaDRiNpuZOHEif/zjH7nllls4cOBAt/gSExN55plneOCBB/j222+F/9PS0hgyZEivLOg2m42EhARKSkoEdyWn08mQIUN45plnmD17NqtXr76qTJ566imeeOIJPv74YywWC3a7nd/85jc8++yzgvsUXHbrfPLJJ3nkkUfIz8/H4XAIZaNUKnnggQd47rnn6OzspL29HYCcnBxiY2Pp06dPj/PjTqNer2fmzJkEBATQ2dkptJfvk5CQQEpKCm1tbYKwp1AomD17NuPGjSMzM/OqMMOHD2fx4sUcOHBASHNkZCT3338/4eHhwj7OntDV1UVAQAAlJSWMGzcOi8WCRCIhIiKCJ554gscee4zs7OxuYQoKCkhJSWHRokXC/iP3Hjy43Dfc++6uVDbYbDahrchkMqRSqVA+VqtV6E92ux34//3pevakWq1WoqKiyMrKIj4+XmgHfn5+zJgxgyFDhpCbmyu8P3nyZObOncuXX34ppMNNZGQk9957LzKZjPPnzwOXLWPTp09n9uzZHD16FJfLhYeHB6NGjWLx4sVUVlZ2G1MkEgn9+/dn4cKFuFwudDodcFnBMWfOHGJiYgShpafo9XomTZok7IO0WCw/+f6HH37IlClTkEgkyOVyoXzsdjsKhQKpVCqUg3t/t1u4lkqlwvvuslYqld3q1WKx9NiC5XK5aG9vZ/LkyfTp00cQ6q+F1Wpl48aNPPjgg932eXp4eAhps9lswj7WQ4cO8fvf/57f//73VFdXC/tYY2NjWbBgAb6+vt2UL+48rFq1inHjxtG/f38AXnjhBZ566ikWLVrE2bNne5Q/ERERkV8yN0ygi42NJSkpCZfLhdVqRSqVXvchEwDl5eVUVFQIA3JPaW5uFg5x0Gq1OJ1OzGYzcXFxhISEEBMTQ01NDWazGYvFQllZGd999x0BAQEMHDiQ7OxsdDod33zzDR4eHiQkJODv749Op2PDhg20tLQQFhZGnz59aGpqwmQyodfrqampIT09HW9vb/r160dnZycOh4O0tDQkEgl9+vTBYDB0m1h7gsFgQKvVChPZtQS66OhoYmNjkUgkQp34+fkRFBQkfNfpdCKRSGhqasJqtTJ69GgCAgKQSqVCGIC8vDzuvvvuXh3iApcXGhcvXhQOwzAajcKCIywsjIiICPz8/GhqahIEofLyckwmExKJBJfLhUQiISoqipycHKxWK0VFRQwdOpTg4GBhw7zbhc37/7F3ntFVVVvDfs456T2kkEIqhFATehVBBEHkgtdCCZ3QBX3t90UEERsigoJIBwOEFgggJaEHAoQQakgggfRGGqnn5PT9/WCc/RHBqwl4r/ruZwzHkJ2z115z9bnmXHPZ21NcXIy5uTmenp7cunULpVLJzZs3cXNzo0OHDty+fRutVsvt27frWc8ai2mRrFQquXfvnhhQQ6VSsXLlSt577z0uXLjAxYsXH3lXpVKh0Who3bo1Xl5eyOVyNBoNCoUCNzc3HBwcEARB/E8mk+Hj4yPWkWmzoKamBpVKhaenJ3K5XPybaUGek5NDYmJiozdIKisrKS4uRqfTUVRUhCAING3aVPy+yU1Nq9WiVCpxcnISrQcmC4G1tTVubm7odDpRiVUoFLRp0wYvL6967dVgMFBWVoaLiwv29vb1FogymQylUklcXBzjx49/Im8A06aPKcDGLxeigiBw5swZqqur8fT0xN/fn7S0NK5du8b169dxcXGhXbt2XL16FY1GQ2FhIVVVVezatQszMzMCAgJwc3OjtLSUXbt2ce/ePTw8PGjRooUYnKkhqNVq8vLyxHow1bmlpaXYX+RyOYIgiBtrJpc0d3d33N3dyc/Pp2nTpiQnJ6PVaklJSaFbt264uLhQVFREaWkppaWl5Ofn4+DgQH5+PhYWFnh4eHDjxg1UKhUXL17E29ubNm3aiOlcv34dDw+PJxr/a2pqxHK5d+8eOp2OO3fucOPGDVxcXAgMDCQ5OZnS0lKOHj2KnZ0drVu3Jjc3l4qKCqqrq9HpdBw+fJjq6mo8PDwIDg7m7t27JCcnc/bsWZydnenRowd5eXlUVlYSGRmJubk5fn5+GAwGNBoNpaWlojW5pqYGLy8vHB0dqaqq4vr169y+fRtXV1eaN29OdnZ2o2Stqqri3r17aLVacnNzH7Hcm+pbq9WKZ/jGjh0reh24urqSm5uLTqcjMzOTwMBAXFxcxGBJaWlpPPPMM2i1WjEAS3FxMdXV1eTl5YlnsT08PLh8+TJ1dXXEx8c3eIPEFCSmoqKCiooKcnJyHqvQVVVV8fHHH/PMM8/g4+MjzslarZamTZty/fp1sT126NCBqqoq7OzsRC8HNzc3Kisr2bp1qzj/NmvWjJKSEpRKJdXV1QiCwIEDB2jWrBn9+vXDaDSi0WhITU0V8/E01icSEhISfxaemstlSEgI8fHxfPzxx2i1WoYPH14vemRj0Ol0/PTTT4wZM6bRikT//v3F3WvTebHOnTuzfPlyFAoF5ubmzJ49myNHjhAaGoqzszPR0dHimbd33nkHBwcH1Go1n376KTKZjJYtW9KsWTPatGnDjz/+iEwmw97ensmTJ3PlyhWKiop46aWX2LVrl3j+5sUXX8TMzAxBEPjqq6+QyWT1Dt03lJYtW+Lo6IizszNjxox57G5qz549SUxMZP78+dTV1TF+/HhsbW15//33Wb16NQqFAk9PT3x9ffn000+ZPXs2U6dOZeXKlZw5cwaZTMasWbMQBIH09HTCw8MblVd4EBVu4sSJ3LlzhylTpuDs7CwGkPj0009RKBQ0bdqUwMBAtm3bxqRJk7CxseGbb77B0tISV1dX2rRpg8Fg4NSpU3z88ceYmZnxzjvv4OzszNSpU1m8eDF6vZ5XX30VGxsbFixYwOzZs3nvvfdYs2YNCoWCtm3b4u3tjYeHB8uXL+eTTz7B0dGR5557rtGymTAzM2PcuHHY29vTvXt3mjVrhoWFBV988QXwQKldsWIFXbp0eeTdqKgoOnTowLBhw1i+fDnz58+npqaGOXPmYGNjw9ChQ1m2bBkAoaGh2Nra0rNnT9auXUtcXBxyuZw5c+YQHx+Po6MjHTp0wGAwMH/+fAwGA6NHj8ZgMBAVFcX06dMbHMHOREhICNOnTycqKorXXnsNmUxGly5dWL16NYmJiej1eqZPn05qair37t3jueeew8nJifnz56PX63nzzTexs7Nj8uTJrFu3DnNzcwRB4N1338XOzo7Lly8zf/58dDodY8eOpbKykoiICObMmcPIkSP57rvvkMlktGnTBicnJ1JTU2nevHmDg1E8jEwmo3///rRs2ZKkpCSGDRv2SBRXmUyGtbU133//PXK5HFtbW0aPHk1tbS1r1qwhKioKg8HApEmTKCws5Msvv2TFihXodDo+/fRT5HI5LVq0wM/PD41Gw9q1a8U0G9OvPDw8mDx5Mnq9nrCwMMzMzESX7s8++wyj0cjAgQNRqVQcOnSIf/7zn3Tv3p1Vq1ahUChwcHAQA52cPn2ajz/+GIVCwdtvv42DgwMTJkzg66+/RhAEXnnlFczMzJg7dy7Lli1j2rRpYsCNgIAAAgIC8Pf35/z58yxYsAALCwtmz57d6PqAB9blqVOnolKpGDFiBBYWFmg0GqKjo4mOjkYQBMaOHYudnR2FhYXMnz8fQRCYOnUqlpaWLFu2jLlz5+Lu7s4333wjngWePXs2crmc/fv3Exsbi0aj4bXXXsPR0RFBEMSyM53NWrx4MTNmzMDPz4/vv/8emUwmKhAmF+Ddu3djZmbGpEmTGiVr+/btad68OQqFglGjRj02kvOpU6do2bIlrq6upKen8+abb4p/CwkJYf369Zw9e5amTZsSHByMTCbDxsZGrNf/+Z//ISsri2PHjvHGG2/QuXNncdydNWsW5ubmjB07lu+++459+/bRrFmzBp+BlMvlvPjiiwQGBpKbm8uAAQMe6UeCIBATE0NCQgKCIHD8+HFGjRrFnTt36NKlC126dGHlypVcunQJBwcHRo4ciUKhoHXr1ixcuBCj0Yivr69otTXNv46OjvTr14/Lly9TXl5O27Zt2bRpE4GBgaSkpNCnTx9efPFFioqKWLhwIQaDgWHDhjWqviQkJCT+jMiUSqXwNBOsrq4Ww0D/2TEdbNfr9axevZrp06eLipFWq60Xch4QXZMeVp6MRiM6na6ewmmyoJi+YbIQPpyOIAgNDv3fWExXNzzsYmdyezMp3Q/nWa/Xo1Qqnzjq4+/FaDSKbj/V1dXs3LmTqVOninmpra195NxeXV2d6Fr0sEwPB3F5WCaTq+nD52IEQaCmpqZRZzOfNpMnT2bx4sW4ubn9ar6USqW4UDNhNBqpqKjAycnpsX2usrISGxub/0hbe/jKiP379xMQECCeE1UqlZiZmdXrJwaDAZVKVe/qBEEQqKqqqneVwy/7E/BfDTduusbgYUyuh6b2+Mv+ZDQa69XB48aNp0V1dTWWlpZYWlpy//599u/fz4QJE0RrrSl8/MPU1dVhYWFRrw2ZLEWmfP9SJp1OV29jQBAEamtrG3QVRmNQqVRYWlrWy+vDZVxQUEBUVBRvvfWW+He1Wv1IwBxTSP2H0Wq14nlfqC+zwWAQXRofprq6ut7VAn8EO3bsoF+/fuJ5x8dRWVn52HHS3Nz8se7VjxsTjUYjarX6P9q/dDodq1atYs6cOWL/MV0n8fD43pj593FUVlaK16dISEhI/JWxtbUVB7unrtD9FdHr9WKIb8kN47+L6X6ktm3b/rez8h/DFAa/oVEn/8wkJycTGBj4xFZ6iSfDdJdju3bt/ttZ+Y9RVlZGWVlZo930/4zcuHGDli1bNiqK658dnU4nuldKSEhISPx+JIVOQuJPxm/tKv/V+LvJ81dFqgcJCQkJCYm/Jw8rdE81yqWEhETj+Lstuv9u8vxVkepBQkJCQkLi74+k0ElISEhISEhISFaMiR8AACAASURBVEhISPxF+c0ol6aD0xISEhISEhISf2dkMtkfEqxIQkJC4o9EstBJSEhISEhISEhISEj8RZEUOgkJCQkJCQkJCQkJib8okkInISEhISEhISEhISHxF+VPr9CZLjr9I9BoNAjC429t0Gq1j5wd1Ov16PX6es8MBoN4Ae/v/YZOp/u37zxNHpc/QRDQarUNkl2r1f5h9WBK32g0PnEapounf4npsu6Hv2E0Gh959kfwuPI0GAziRbm/xHTR+sP1IwjCY8tfo9H86hlXvV7/2HZWV1f3h8isVqt/VSadTvdIXzAajY+tL6VS+asy6XQ6lErl08nw/wH+E+3bhKnd/tHodDrq6uoe25YeN6YJgkBdXd0jberX2lJ1dfWvllltbe2vtvH/BIIgoFQqH5FTqVT+x+aUp8W/m38fx+Paslqt/lW5f2tulpCQkPg78ZtBUX4vZWVlfPPNN8D/n9jnz59PkyZNGp3m5cuXiYqKAsDf35+pU6cil/9+HTQ7O5uzZ88ycuRIBEEgIiKC559/ntraWrZt24ZCocDFxYWZM2diY2MDPJg0IiIiyM/PB2D8+PG0bNmSgwcPcv78eWQyGe3bt2fkyJHk5+ezadMmtFotLi4uhIeH4+zsDDxYLGzatImsrCxkMhmvvPIKnTt3Ji4ujmPHjmE0GunRowfDhw9vcLkcOXIENzc3unTpwv3791m6dClvvfUWpaWlbN26lUGDBtGnTx/i4uKIiYlBJpPRqVMnRo4cyZ07d9iwYQMymQwbGxtmzpyJq6sr8GByXL9+Pbm5uQAMGjSI5557jsOHDxMXFwdA165defnll7GwsGhQnrVaLVu2bOHVV1/FwcGB06dPU1RUxODBg/nxxx9RKpXIZDLGjx//yIXAhYWFLF68mA4dOjBp0iQWLlxIXV0dAEVFRbz33nsA7Ny5E71eT/PmzRk/frx4sF2tVrNixQpqamrQaDTMnDkTDw8Pli9fLi70Zs6cibe3d4PrwpT+2rVrGT16NC4uLpw8eRKDwUCvXr3Yvn07WVlZAIwdO5ZWrVoRExPDmTNnkMlktGrVirFjx2Jm9qAr3rx5k8jISIxGI3Z2drz11lsArF69mvLycgwGA1OnTqVly5ZER0dz6dIljEYjgwYNol+/fmKY+suXL7Nv3z70ej1t2rRh5MiRKJVKtmzZQlFREebm5kybNo1mzZr9bjnr6urYuHEjo0aNwsnJidjYWCwsLOjWrZvYZ2QyGRMnTiQ4OFis9wMHDnD16lW0Wi3PP/88gwYNorCwkLVr16LRaDA3N2fOnDk4OTmxefNmcnJy0Gg0hIWF0bFjR1GmK1eusHfvXgwGA61bt2bkyJEsWLAAeLB4MxgMLFq06KlcZq7X69m8eTMhISF07dqV6upqoqKieO2117h8+TKbNm1i+fLlWFhYcPr0aeLi4njvvfewsbHhyJEjbNy4kaioKOzt7QGorKwkNjaW5ORk5s6di8Fg4OTJk+zdu5cvv/wSLy+vRuXz+vXrnD9/nvDwcBQKBbt27aJ3794AbN++ncrKShwdHXnjjTfEvKxZs4asrCwEQaCgoIDFixeTlJTEhQsXEASB/Px85s6dy61bt0hKSsJoNJKTk8PixYvx9/fn559/5ty5cwCUlJQwePBgevTowfr169HpdNjb2xMeHk7Tpk0bXf6xsbHY2trSu3dv7t27x5YtW5g5cybnzp3j+PHjKBQKevTowcsvv0xRURFr165FrVYjk8l488038fT0BB4oYGvWrOH+/fsolUomTpxIaGgoycnJ7Nq1C71eT1BQEGFhYVRVVbF161bu378vjo0uLi7Ag7a/c+dO0tPTkcvljB49GldXV5YtWwZAVVUV3t7ezJs373fLWFRURGRkJNOmTcPW1paDBw/i4+ODq6sr27dvp7y8nMWLF4u/r6mp4ccff6Sqqoq6ujqmT59OUFAQ27ZtIyUlBUEQeOmll3jmmWeQy+XU1dWxePFiXF1dmT17dr1vC4LAhQsXWLlyJatXr8bBwQF40E6XLFmCu7u7OPb8XkpKSti6dasoT3x8PJWVlXTv3p19+/ZRVlbG3LlzycnJYePGjWg0GqytrXnzzTdxdnZGEARiYmKIi4tDEASys7OZOXMmXl5ebNy4EZlMhpOTEzNmzMDa2pqIiAju3LmD0WjkhRdeoH///igUCgCSkpLEtYOXlxeTJk3C3t4eo9HI6dOn+emnn/jf//3fv9Xl8xISEv+3eWoKnYuLC4sWLQIgOTmZhIQEcQHRWFJTU5k8eTI+Pj4sWbIEtVotKl6/B19fX+rq6sjMzEStVqNQKPDz8yMiIoJp06bh5+fHl19+SV5enrgAVSqVdOnShRkzZnD+/HmOHj1KQEAAgiAwf/58BEFg5syZDBs2jMLCQiZMmICfnx+bN2+msLBQVOjUajWBgYFMmjSJgoICjh8/TseOHbGwsOCDDz7AYDCwbdu2RpVLaGgo3333HQEBAURHR9OvXz/Mzc1JTk6mc+fOwIMFrrW1NZ988gkqlYr58+fz2muvce7cOf7xj3+IC7CbN2/Sr18/AIqLi0lPT+ebb76hpKSEzz//nJCQEFasWMHOnTuxtrZm6dKl5OXl0bx58wbl2dzcnGbNmhEbG0v//v25cOECs2bNIi0tDRcXF/71r3+RkJDA0aNHH5lkT58+TWBgoLg7+9FHHyEIAlVVVXz55Zf4+Phw+PBhpk2bhqenJ0uXLqWsrExU0EpKSmjfvj0DBw7k7Nmz3Lx5E4AePXrw7LPPEhMTw927dxut0FlZWdGuXTvOnz/Pc889x/Xr15k6dSpqtZrQ0FDCw8O5dOkShw4dokWLFhgMBubPnw/AhAkT+Oc//4mjoyOCIFBeXs6sWbPw8PBg7ty55OXlYWdnR+/evenWrRsXL14kKSmJ5s2bY2dnx7x586itrWXfvn306dNHVAzVarWoJG3YsAGVSoVaraZPnz6EhoYSGxvLtWvXGqTQWVtb07x5cxITE+natSu3bt1i1qxZJCYmEhAQwLRp0yguLq5n9SgsLKSyspJ58+ahVqtJS0vDaDSyadMmXn31VVq1akVGRgaCIHD58mXkcjnz5s1DpVJRWVkppqPX64mMjOSdd97B1dWVjIwMAHHMyc3N5eTJk08tOp2ZmRkvvvgiq1atonnz5mzevJlOnTpRVVVFVVWVqDBkZWVhY2NDYGAgADk5OY9VZG7evEmTJk1Exa2wsBAnJ6dGK3Im2rZtS3x8PKmpqVhaWlJRUYGHhwcHDhxgwIABtG/fnszMzHrvhIeHIwgCOp2ONWvW4ODgwNChQxkyZAgajYbNmzfTrFkzWrVqxfDhw6mpqWHr1q1iXocMGcLgwYMxGo0sWLCAkJAQ4uLi6NmzJy+88ALR0dGkpaU9kULXsWNHtmzZQrdu3YiLi6N3796Ym5uj0WhYtGgRNTU1/M///A8vvfQSkZGRDB8+nLZt24rtwsSFCxfw8PBg9uzZ3L9/n6qqKgwGA+vXr+f999+nadOm4jsXL16kR48edOvWjdzc3Hp3+GVmZmJpacknn3xCRUUFarUad3d3Fi1ahCAIHDp0CHd39wbJ6OHhgZ+fH0lJSbRt25a7d+8ycOBA4uPjadu2LadPn673+yNHjtCqVSsGDx5McXExBoOBkpISkpOTWbhwIbW1tWzevJnu3btjbm7OgQMHcHd3f+w8nJ+fz65duwgJCan3/OTJk43ehHV1dSUgIIDdu3czePBgNmzYwNdff01CQgKenp7o9XoEQaC6uppx48YREBDA6tWrSU1NFTchXnjhBQYMGEBtbS1r164lNDSUqKgoJk6cSIsWLYiMjOTQoUN06dKF1NRUPv/8c/R6PXPnzqVDhw64ubkBsGPHDiZNmkRwcDDLly+noKCAVq1aUVhYSGJiIj179myQdVBCQkLiz85Tc7mUyWSYm5sjCAJr165l8ODBmJubP1Ga/v7+REdHs3//fiwtLRukzJny1Lt3b3bu3ElsbCy9e/dGoVDQrl07Nm7cyJ49e9BoNAQEBIjveHh40KlTJxITEzl06BCDBg3CysqKl19+mby8PLZs2ULPnj2xtbWlV69e2NnZcezYMVJSUuopBPb29vTu3Zvk5GS2bdtGmzZtkMvldO/enaKiIg4dOtToidPDw4NevXrx3XffUVVVRb9+/XB2dmbUqFHiosvCwoKePXuSnZ3NwYMH6dmzJwqFgu7du/PTTz+xd+9erl27Rrt27cR0PT09sbS0JDIykg0bNjBgwAAsLCxQKBSiZTQ+Pp6KiopG5btXr14cOHCAHTt20LlzZ5ycnGjRogUJCQlER0ezfft2+vTpI/5eEATS0tLIzs6mY8eO4nMzMzMUCoWoHDo5OREWFoaPj4+44H54EePr68vgwYMRBIE7d+7g7u6Ov78//fr1w2AwkJeX90SWZIAOHTpw/vx59u7dS1BQEPb29ri5udGpUydRmfvHP/6BpaUlw4YNo6CggMjISJ555hkxrzKZjL59+2JmZsbhw4epqKjAz88PX19fOnToQGJiIrt27aJjx44oFAr69u1LVlYWe/fuxdPTU9ydBujZsydKpZIjR46g0+mwsbHB09NTLO/ExEQ6derUYDk7d+5MbGws+/bto3379lhZWVFWVkZhYSFhYWH8+OOP9fpBRUUFKpWKN998k48++oimTZuiVqu5f/8+CQkJhIWFcezYMZycnEhNTaW6upqZM2eyZMmSespZRUUFZWVlrFy5krCwMPLz8zEzM8Pc3By5XM6ePXvo0aOHqNA+DTw8POjatStr1qzhzp079O7dG19fX4YNG4adnR0AISEhPP/88+LY1L59e3r16vVIWs888wx9+vTBysoKgODgYPr27dtgS/cvMTMzY/DgwZw4cYKvvvqKAQMGYG5uTl5eHocOHWLcuHGcP3++XlmamZlhZmbGiRMnCAwMxM7ODoVCgbm5OZmZmTg4OGBvby8+u3PnDj4+PuJ4rlAoMDMzIzU1FTMzM4KDg3n22Wc5duwY+/bt49ixY6KC21hcXV3x9vYmMjKSrKwsQkJCsLKyYvjw4VhZWVFQUEBwcDB6vZ779+9z7do1wsLCOHLkiLipJggCd+/eBWDatGksX74cFxcXKioquH//PuvWrSMsLIzMzEwsLCzIyMjg9OnTjBkzhmPHjol1BQ+8PbKyspgwYQIrV67EyspKnPPkcjkFBQX1xtLfg2l+unjxIhs2bKBbt25YWVkxcOBAWrduXe+3giCQnJxMSUkJkydPZv369Tg5OSGXy1EoFAiCgF6v5+zZs+j1evLz88nKyuLVV1+tNy7AA++RvXv3MmXKFNE7QxAEsrKyOHfuHM8++2yD6wtALpczZMgQ0tLSWL58OZMmTcLV1ZVhw4bRpUsXzM3NRQ8XFxcXTp06RWZmJu3btxfLw9TmcnNz8ff3x8HBAblcjrm5OUajkdu3b3PlyhXkcjk6nQ6ZTIZcLqe8vLzeBtDLL7/M9u3b2b17N0VFRXh7eyMIAufOnWPIkCE4OTk1SkYJCQmJPytP9QydIAiikvCwktRYKioqaNKkCRYWFshkMu7fv9/gNGpqarh9+zbp6elUVlZiMBgoKyvDx8cHCwsL7O3tKSgoeESO8vJyfH19ycvLE5/X1tZiZWWFIAhoNBrggStOVVUVQUFB1NbW1kvHYDBQWVmJs7MzarVa3BGsrKzEaDQ2yH30lzJZWlqSkJCA0Wh8ZFf6YSorK1EoFOLZj9zcXNq3b4+5uTn+/v6ieyU8cJt1dnbGxsaGZs2aUVpaiqWlJdOmTWPDhg389NNPhIaGNjrfxcXFtGnThrNnz1JRUYFOp+PevXu0atUKhUJBq1atyMrKEi1xtbW1bN26lbFjxz6yOVBaWsrdu3fp379/vWc//vgjo0aNEl2ITOh0Og4cOIDBYBB3pbVaLVFRUVhYWNCyZctGyWSioqICKysr9u3bh9FoFM9amtqSl5cX2dnZ4u9ra2uxsLAQz/c8jFqtRqPR0KpVK3GRYjAYuH//PkFBQVRXVyMIAkajkcrKSrF//HLHubq6mpqaGhwdHcX86PV6KioqcHNzo7i4uMFyVlZWYmtrS0xMjHiOSalUotfrWb9+PT179mTNmjXi73U6HZcuXeLzzz9n5syZorusSqXCx8eHtWvXigut2tpaCgsL+eabbxg+fDixsbFiW6irqxPdMFevXs3169fFjYVbt25RWVkpWtmfFjU1NdTV1ZGUlETnzp1FN+w/G3l5eWRkZKBQKKipqcFgMJCdnU1oaChr1qxBqVSSnp5e753y8nKio6Pp06ePaImqq6tjy5Yt9O3bV+zjKpWKAwcO0K1bt3oWK41GQ1xcHNOnT0cmk3Hr1i38/PyQy+W0bNmSsrKyJ7KA1NXVYW1tLbofl5eXi38rKyvj1KlTTJkyBYPBgEqlwtXVlbVr12Jubl7PsqVSqUhISODbb79l8ODBbN26lbq6OtRqNa+88gpr1qzh9u3blJSUUFhYSPPmzdmwYQMWFhakpKSI6VRUVGBtbc3q1avp27cvJ06cEP8WFxf3q5aw36K4uJjCwkLOnTv3b8/VmvpZYWEh33//Pd26dePw4cO4uLiIG5T79+8nMDAQmUzGxYsXGTJkSL06M5GRkYGzs3M9T4i6ujr27t3LrFmznsjKbdowy8zMpK6u7lfPu2q1Wmpra/H19X1kHDIajZw5c4bOnTsjl8vp3bs3e/bsYfPmzdjb22NtbY2vry/t2rVj/fr1RERE4O/vL8qq1+u5ffs2/v7+WFpa4uHhwf379ykoKKCsrIygoKBGyychISHxZ+XpbWfz/xdvI0eOfOxE0lAyMjIYP348TZo0Ydu2bSQnJ9O3b98GpZGTk4NarRYXOR06dCArK4tx48ZhZ2fHoUOHiI+PFxXQvLw8ZDIZL730Evn5+bz77rt06tSJzMxMunbtSseOHfnss88oKCggKyuLXr16MWLECI4dO0ZaWprowpaXl4dSqaR///506tRJtMbcuHGDzp07ExoayrJly9DpdA22ZKpUKtLS0gAoKCigsLDwETdFjUbD3bt3RReid999l8zMTC5evMgHH3yApaUlV69e5ejRo6KlJi0tjYCAAF5//XUMBgMff/wxJSUldOrUieeffx6ZTMbu3bsfUZZ+L8XFxaJimZqayrBhw0hKSmLQoEF07NiR2tpaPvzwQwYPHoyNjQ05OTncunWL999/H51OhyAIBAYG8txzz3H16lWeffZZrK2tgQcLnt27d/OPf/zjETcieHCmrLi4mPDwcNEqEh8fT21tLRMnTnxia3JJSQmZmZliOzMajRQVFaHT6RgyZAiFhYVMnz6dHj16kJGRQZcuXQgNDWXhwoXk5eXRqlUrtFotSUlJ9OjRA19fX/bu3cvVq1epqqrCwcGBl156iYqKCiIiIggKChLbX0hICJs2bUKv14uynTt3jm7duomLHpOFy8LCgiFDhnDz5k327t1bz/L5eygqKiI7O1uUE8DJyYnAwECcnJxo1aoVsbGx4u9tbGx45plncHd3x87OjvLycszMzLCwsCAkJIQmTZrQqVMnSkpK8Pb2xtHREVdXV8zMzLhx4wZGo1E862pnZ4evry/29vY0adJEDPpy4MABZsyY8cTWrl+iVCpJTk5GqVRSWlpKSUnJE1ue/gju3r2LUqmkrKyMrKws2rdvT4sWLQgODsbJyQk/P796CpEgCJw6dYoRI0aI1ix44HLo5+eHj4+P+Ozs2bMEBASILqYmCgsLcXBwoFmzZhiNRnbs2MHChQvx9fXl7t27XLhwgZCQkEbPA1qtVmxfWVlZlJaW4u/vj0qlYtGiRYSHh+Pl5YVer8fKyooOHTrQpEkTunTpIrqYymQyXFxcaNGiBS4uLnTq1IlTp07h6OiIlZUVAQEBODo64u7ujlarJTAwkODgYBwcHAgICKjnieDl5YWlpSUODg4EBgaK36ipqeG7775j48aNjdroys/PFzf4MjIy6N69+2N/J5fLcXd3p3v37jRp0oSuXbsSFRWFXq+nf//+2NnZodFo2Lt3LwqFgv3794ubjqbgI2PGjAEenLvcu3cvhw4dQqVScfToUT755BNu3LhBYmKi2K98fHx45ZVXGiRPbm4uZWVlVFdXc+3aNTp16lRP0TUajaSkpNCyZUuGDx/O6dOnOX78eD0l6+bNm9TW1uLv7w+Au7s7M2fOBB640BYXFyMIAkOHDhUteMuWLRO/U1VVxcmTJ9m8eTPm5ubExsaSkpJCcXGxeH65rq6OEydOsG7dugbJJyEhIfFnRfHRRx998u9+YDQaf/dOq0nJMbn3PSnZ2dlkZGRQWlpKcnIyL774YoMDHvj5+YnBJ0wubzk5OaSkpFBeXs6FCxcYMGAAOTk5GAwG9Ho9UVFRaLVaLl++THBwMCEhIWzYsAGlUklGRgYFBQUMGDCAW7ducenSJWpra7l27Rpdu3alsLCQ1NRU8SC30WgkOTkZBwcH2rRpQ2xsLIWFheTl5aFSqejZs2eDy8Xa2po2bdqgUqkYOnQoHTt2FBWSvLw8DAYDPj4+xMTEiHVSXl7O0KFDqaioID4+HqVSycmTJ+nTpw9lZWVcvXqV4OBgDh06hNFo5OrVq9TV1dG3b19WrFhBdXU1OTk5FBYW8vzzzzdKAXJzcyM0NJT8/Hxmz56Ng4MDRqORw4cPIwgCp0+fxsvLCx8fH86cOUP37t158cUXGTp0qLjYHz58OEajkUOHDjFw4ECxPezcuZObN2/i5uZGQUEBzs7OHD9+HIPBgCAIfP7557Rp04bS0lIxWumSJUsICQnh3r17AE/kdunq6kqLFi3IysrinXfewcbGhsrKStGt9+rVqwQFBdGxY0ciIiKorKwkKyuL7Oxs+vTpw/79+0Xr5bVr16ioqODcuXP0798fQRDYtWsXBoNB3Hxo3bo1W7ZsQalUcvfuXQRBoEOHDvz888+4u7uTmJhIRkYG5eXlFBQU0KNHD6qqqti3bx9arZYrV67QoUOHBisobm5utGjRgqKiIubMmYOVlRWWlpYcOXIEvV7PmTNn6N+/P3K5nDt37hAYGMiFCxeoqanh0qVLeHl50a9fP6ysrDh27BhqtZojR44waNAg2rVrx5EjRzAYDMTFxREQEICbmxv79u2jXbt2oqzFxcUUFBTQvXt3CgsLKSkpqWepfVpYW1vTtm1bysvLeeONN/Dx8cHMzAxBEDh79izdunUTXS2vXbtGixYtsLOzw2AwsH37dkaMGEFCQgI5OTn4+/uj1+tJTk6mXbt2Yv85ffo0Xbp0eaLzxi1atKCqqoqBAwfSv39/rK2tkclkxMfHU1dXx5UrVxg0aBAZGRloNBpkMhknT54kLCxMHKdra2vFs0qmPlVVVcXOnTuZPHkyNjY2pKamcuXKFZo3b86+ffvo2LEjnp6eyGQytFotV69eRa1Wc+rUKUJDQ/Hx8Wm0QmdhYUHr1q2Jj49nzpw5tGvXDqPRyKpVqygtLcXHx4fMzEy8vb2xs7MjJiYGrVbLzz//zJAhQ8jMzKS2tpagoCB2796NQqHg0KFDhIaGEhISgkaj4fbt25SWlopzlpOTE3Fxceh0OhITE+nXrx85OTnk5ubStm1bTp48iV6v5+LFi7Ru3RofHx+OHz9OcHAw3bp1a5ScXl5e2NnZ4ejoyNixY8W6q6ioICkpiRdeeEG0OAYFBfHzzz8DsH//frp3706zZs1YuXIlOp2Omzdv4ujoSNu2bXn++efFs9KWlpa8/vrrJCQkoFar6datG0OHDmXw4MEolUreeustfH19GThwIC+99BLNmzdHLpczZsyYBo/zXl5eNGvWDGtrayZOnCi6hdbW1pKenk7nzp1JSUnhxIkTovW0T58+4vzi7OzMqlWrGDNmjHgeLjExkaNHj6LVajlz5gxjxoxBJpPxySefYGFhQVJSEvb29oSEhPDtt9/SvXt38vLyROXS9I1evXoxbNgwhg4diiAIDBky5LHnpmUy2VN13ZaQkJD4o/jiiy8Wmv5fplQq/622ptPpfjWE+C+pqKhAr9fj6ur6VCx0NTU1ouLj6enZ6KAVJrc1k9+8SqUiJycHpVKJu7s7np6erF+/njFjxmBnZ0dBQQGlpaViEAgLCwsqKipE98RmzZrh4uKCTqcjIyMDpVKJm5sb3t7eVFZWotFo8PT0pKioiKKiImxsbPD19cXW1paqqipRefTz83siJaKsrAw7O7t6Zz2qqqowGo04OTmJk6Rer8fPzw8XFxfUajXZ2dkolUpx9950yN/b25uioiKKi4sxMzMTzzDU1NSQlpaGmZmZuKvdWAwGA/fu3cPT0xO5XI5erycvL090aQoICCAxMZGSkhJee+21enKZ2oFOp6OgoAAfHx9xQXr79m3RrVChUODr60t5ebm4g/uwa6mLiws2Njb13Gnd3d0bHNTgl6jVasrKykQrrclKV1xcjJWVFS1atMDCwoLKykpycnIQBAFvb28xSubChQvRarVkZWVRV1eHq6urmFZ+fj6lpaXY2toSEBCApaUlZWVl5ObmYmZmhp+fHw4ODuTl5dG0aVP0ej1ZWVloNBp8fHxwc3PDYDBQWFhIcXGxaGlojGJuOgNnOq9pSjc/Px9nZ2eCgoI4fvw4Dg4O9OjRQ7QcWVhYEBwcjLW1tdh3TAFGmjVrJp5FysnJoUmTJqLVvKCgAD8/P9RqNenp6ej1egICAnBxcaG6uhqtVisu/p42JhfthwN8CIJAbm4unp6eolWwqKiIJk2aYGlpidFoJDU1lVatWlFWVgY8OI9nCmLh7u4uttvs7Gzx7OqTcP/+fczNzUXFUKvVkpmZSVlZGX5+fnh7e7Nnzx66dOmCl5eX6AZsQqvVUlxcXM86V1dXJ7qnw4PxXalU4u3tTU5OTr18m75nGldMAubDyAAAIABJREFULu1PSn5+Pq6urlhZWYku4w+7KAcFBSGXy8nKyuL+/ft4eHjg6+vLZ599xtixY/H396egoICCggIcHR3F8VylUpGeno5WqyUgIABXV1f0ej3Z2dkUFRXh7++Pt7e3GETFxcWFwsJCsrKycHNzE/uOKX8mT4HGUFNTg1qtrteGVSoVRUVFNG/enFmzZjF37ly8vLzIzc2lqKgIFxcXAgICMDc3F93PHR0d8ff3r3fWXKvVcv/+fZo2bSqOQ6Z5UBAEioqKcHNzqzcO1NTUUFVV1aCASQ+j1WqpqakRI4TCAyuhqc1ptVpycnKorq7G2dkZPz8/du3aRfv27WnZsiU5OTmiUmlKLyMjg8rKSnx9fcV1gEkZN42JZmZmpKen07JlS3Q6HVlZWWi1WvE85sObzMXFxdjZ2T12g1gmkz214EoSEhISfyS2traisvVUFbq/KhqNhhMnTjB48OBGnw+TeHrExMQQGhr6iJvX35W0tDSKi4sbHYzgz4YgCBw9epSuXbs+cbAZiadHTEwMvXr1arTL9F8FvV7PN998wwcffPCXH891Oh3/+te/WLJkyV9ell/DaDSye/duXn/99T+FjJJCJyEh8VdBUuh+gSmEtykKl8R/F61W+3+qLgwGA0aj8YnP8f1ZMPUnMzOzP8UCTeIB/1f6lSAIaLXav8Wi3HSn68NeGH83TOPF0z4D21gkhU5CQuKvgqTQSUhISEhISEj8Akmhk5CQ+KvwsEInbZ9LSEhISEhISEhISEj8RfnNUE6mS2glJCQkJCQkJCQkJCQk/lz8pqb2dz9vISEhISEhISEhISEh8VdFcrmUkJCQkJCQkJCQkJD4iyIpdBISEhISEhISEhISEn9RnrpC97QjYhoMBjQazVNN04ROp/u33xWE+gFAjUYjRqOx3jNBEP6tzKbLrn+ZthQ59AG/VX5/BwwGw79ta79EEITHtpvHpaHT6R5ppyaMRuNj0/kj+9Mv+4eJx5WBKbz8L9Fqtf9Wpse985/icWMA/Ptxz2g0PiJPQ9tEQ9Hr9f+VfvWfqBu9Xv9Iu/6tceTX+s7j0v6z9Kdf43H943HzFfz2HPfLtmw0Gv/QdvmfpCHjqISEhMRfnaem0BmNRrZu3cqoUaOYMmUKubm5T5xmWloaM2bMYNKkScTGxjb4/fT0dA4ePIggCOLlpbdu3aKgoIBZs2Yxbtw4Nm3aVO8dvV5PREQEo0eP5p133qG8vByA69evM378eCZMmMCZM2cAUKlUzJ07l9GjR7Nq1apHJvbo6GjGjh3LrFmzyMzMBODGjRtMmzaNSZMmERcX15hieSw6nY6lS5dSVFQEQG1tLTt37sRgMHDz5k2mTJlCVVUVAFeuXGHhwoXU1NRgMBg4fPgw06dPp66url6ap06dYvHixWK57NixgwULFjR40XbixAlOnTol/vvnn38mJyeHoqIi3n77bUaNGsXOnTsfO9GmpKTwxhtvkJeXV+/5kiVLiIqKqvfs4sWLjBs3TpTzYSorK/nwww/Zs2dPvecxMTG8/fbblJaWNkimX7J//35ycnIAqKqq4vPPP0elUpGQkEBYWBhTpkwhNTUVgH379jFixAhGjBjB5MmTuX//vphOXV0d8+bNY8KECcTExIjPd+/ezbhx4/jiiy9Qq9UAJCcnM336dObMmSN+20RZWRnvv/8+Y8aM4cKFC8CD9rpy5UrGjRvHjh07Grzgr6urY+PGjWI7uXTpEvv378dgMBAREUFYWBjvvvsu1dXV9d47e/YskyZNIjw8nLS0NODBonTRokWMGTOGzz77TJRp//794m9/OYYUFhby5ptvMmbMGA4cOIDRaBTLccSIEbzzzjuoVKoGyfQ41q1bR0pKCgA1NTVs2bIFQRBISEhg4sSJTJ48mcTEROBBXX/88ceMGjWKr776ql7fEASB2NhYRo4cyaRJk7h16xYAWVlZhIeHExYWVq+OG8q2bdvEsk5PT+f7778H4PDhw0ycOJHw8PB67SItLY3w8HCxvEaOHElJSQlvvPGG+Ozo0aMAfPzxx/XK9WF+/vln8W/jx48Xx0hT2/rggw+orKxstFwAhw4dEsurpqaGZcuWUV1dTWxsLKNHj2bGjBli+ygoKODNN99k2rRpYh8zodFoWLBgARMmTCA6Olp8fvDgQSZMmMDHH38stpnMzExmzZpFeHg46enp9dJRKpXMmzeP0aNHc+LECeBBG960aRNjxoxhw4YNDR4X1Wo1P/zwAzU1NQDcvHmT6OhoDAYDBw8eZPbs2Y+MyTExMYSHhzNmzBgyMjIAOH/+PJMnT2b8+PFcunQJgPLycubOncuYMWPEdmHCYDCwf/9+Ro0axezZs8U2cu3aNSZOnMjEiRO5ePFig2R5WKbvv/9ebJe3bt0Sy/3KlSuEh4dTWFgIwLRp08R2ZCpTE99++634t3Xr1mEwGLh37x5vv/02N27cqPe9efPmsWzZskfysmTJEkaPHs327dtFZTcyMpKxY8fy7rvvUlBQ0CgZJSQkJP6MPDWF7u7du5w6dYqIiAhmz57Npk2bfnW3/vdy+PBh3n//fVavXs358+cfWSj+Fi1atOD27dsUFhaSnZ1NZmYmQUFBxMTEMHnyZH766SdSUlK4e/eu+E5+fj5yuZxt27YxaNAgIiMj0Wg0REVF8e2337Js2TJ++OEHamtrOXbsGC+99BKRkZGo1WpxggWorq4mOzubjRs3MmvWLE6cOIEgCNy6dYvPPvuMb775hqSkpCcqn4cxNzend+/eREZGotVqOXjwILa2thQWFnL48GGqq6sxGo0kJCRw4MABLC0tEQSBixcvkpeXR1lZWb0d3tjYWOLi4sSLoY8dO4ZGo2nUQi0kJISNGzdSVFTE3bt3uXLlCq6urkRHRzNixAh27NhBUVERxcXF9d4rLy9n3bp1eHp6isqeaZGck5NTr32p1WrOnz9PZWXlYxWVM2fOIJPJqK2tFZ/l5uYSHx+PjY3Nr+7K/178/f05fPgwer2emJgY2rVrhyAInDhxgjVr1vDRRx/xwQcfYDQayc3NZd68eURERLBq1SqcnZ3FdCIiIujSpQs//PADW7ZsISsri/T0dJKSkli7di3+/v4cO3YMo9HInj17WLhwIbNmzeLw4cP1ymPv3r288sorrFu3jrNnz1JdXc3169dxdnZmy5YtFBUVPaIE/hbW1taYm5tz/fp1ampqOHr0KH379uXKlSuoVCoiIiJ4/fXXOXv2rPhOYWEhp0+fZsWKFXz66accPHgQo9HI+vXr6dChA1u3biUoKIi7d+9y+/ZtLl++zOrVq/nwww+5deuWWC+CILBmzRqmT5/Otm3b0Gg0KJVKIiIiiIiI4NtvvyUgIOCpROR94YUX2LdvHyqViqSkJCwtLTEajVy4cIGlS5fy2WefiYpYXFwc7dq1IzIyEjs7u3obFyUlJURHR7NhwwbmzZvHv/71L2pra3nnnXeYO3cuGzdu5NixY/XGjYZgbW3N+fPnUavV7N+/n8GDB5Oens65c+dYtWoVH374IUeOHBHLMCgoiB9++IGffvqJKVOm0K1bN5RKJV26dBHLsX///giCQEpKCuvWrSMiIoKvvvqq3nfz8vL46KOPiIiIYO3atTRp0kQcU7Zs2cLgwYO5c+dOI0v/Aa1bt+bo0aMYDAbi4+Px8vLCaDSSl5fHtm3bmDp1KhEREWi1WtavX8+kSZNYsGAB8+fPrzdPREdHExwczOrVqzl27BhpaWlkZmZy8OBBVq1aRWhoKNHR0RiNRjZu3Mh7773HwoULOXDgQL0Nul27dvHss8+yefNmEhMTKS4uJiMjA51Ox86dOzEajY8ok7+FlZUVTZs2JSEhAZ1OR2xsLF26dCEhIYGioqJHNpnu3LnD8ePHWblyJV988QXJyckYjUYOHDjAl19+ydKlSzl37hxarZbExET69OkjzgcP5620tJS0tDS2bdvGtGnTWL16NRUVFWzdupWvv/6a7777jgULFnDv3r0G15uVlRXNmjXjwoULGAwGYmJi6NChA3fu3CE+Ph5zc3PRMujl5cWmTZuIiIigX79+9dKRyWR89913REREMGHCBARBYPPmzRgMhnqK87lz57Czs6u3KQYP6t3Z2ZnNmzeTlpbGzZs3qaqqora2li1btvDqq69y7ty5BssnISEh8WflqSl0rq6u2NjYkJiYSEJCAq1atXriCJkymQwXFxdsbGywtLQUd/d/L3K5nF69erFv3z6OHj3KgAEDMDMzw8fHh6tXr5KUlISFhQWurq7iO97e3rzyyivk5ORw8+ZN2rdvj7m5ubgYv3TpEsHBwVhYWPD888/Ttm1bUlJSKCkpqbcwt7a2ZvLkyZSVlXHlyhW8vLyQyWQMHToUQRC4fv069vb2T1Q+v6R79+7Y2Niwf/9+Ll68SN++fWnSpAkzZswQZWzdujX/+te/cHFxAaBdu3aMGTPmkbQ6d+7MG2+8gYODAwC9e/fm9ddfb1S+3NzcmD17Njt27ODrr79m1KhR2Nra0qJFC1JTU7l8+TJ1dXXY2NiI7wiCwKlTpxgxYgS+vr7i8/z8fI4cOUJYWBjm5ubi823bttG6dWtRroe5d+8eKSkp9OnTp97zuLg4Ro8eLcr4JLRu3Rq1Ws2xY8fIzc3lhRdewMrKilmzZuHk5IROp8Pd3R2ZTMa9e/eIj4/n66+/5ubNm2I/0Wq13Lp1i4EDB+Lk5MSwYcO4c+cO165do0+fPjg4OPDiiy+SlZVFeXk5Wq0WT09P/Pz8gPpuf2lpaQQHB2Nvb4+joyN1dXXk5+fTvn17LC0tadOmDbdv326wnP369ePgwYPExcXRqlUrnJycyMvLw9nZmUWLFon5N1FaWkrTpk1ZtWoVe/bsYcKECeh0Om7duoXRaGThwoVYW1vTunVrLl26hKenJ8uXLycuLo5u3bqJZVNVVUVWVhZnz57lk08+ISgoCDs7O6ysrLCysuL48eO0b98eCwuLJ6lGAPz8/PD39+fkyZPs37+f5557DplMhqOjI1euXOHq1au4u7sD0KxZM27fvk1SUhLFxcUEBASI6djZ2eHq6kpCQgKXLl2iR48e6HQ6DAYD/v7+2Nvbk5eX12DF2kS/fv2IjY3l5MmTuLq60rJlS7Kzs2nbti0rVqzg+PHjhIWFiWUol8uxsrICHlh3p0yZgkqlory8nKVLl7Jz507gweaIubk5O3bs4Icffnhko6W4uJjz58/z9ddfc+PGDWQyGSdPnsTW1pZFixZRWlpKSEhIo2Qy4evri62tLadPn+b69esMGDAAOzs7RowYgYWFBQaDAUdHR2pqajAajXTs2BFfX18CAwNFy4teryc9PZ2hQ4fi4ODA4MGDSUlJ4fbt2/Tv31/sY3fv3qW8vJzS0lL8/f3x8vLCwcGhnnUsISGB0NBQbG1t8ff3p6KigoyMDNq0aYNCoaBdu3ZkZWU1WM6+ffty4cIFzp49i4uLC15eXrRv357Ro0c/8ttr167RvHlzVq5cycGDB3nmmWeQy+XifHb58mWcnZ1RKBQ0bdqUzMxMLl++jFqtpmnTpmI6pg2sS5cuce3aNdq2bYtWq8Xe3h4PDw9cXFwwGo2N3mjo27cviYmJnD17Fnt7e3x8fPDx8WHKlCniWFtVVUVJSQnLli1j586dKJXKemlkZ2ezadMmVq5cSXFxMQqFgqlTpxIcHCz+RqvVcuXKFQYNGvRIHs6cOUO/fv2wtbVlwIABZGVlYWNjw8iRIyksLCQ1NRUPD49GySchISHxZ+SpKXQmxWjbtm2cOnUKHx+fJ07T1dWVPXv2cOjQIa5fv17PuvJ70Wq1HD16lFOnTok7t25ubpw9e5bIyEgsLS3rKQbm5uYIgsDq1aspLi7G19cXuVyOvb09MTExREZG0rt3bxQKBXZ2dqSlpbF8+XJxAfJwOlqtli1btnDy5EkCAwOBB+X0888/s337dnEh/rQoKytDrVazcuVKnJycqKiowNbWFltbW3FR5+joWE9eBweHxy6CXV1dH/ldY60fRqOR7Oxsjhw5QkFBAWVlZRiNRpycnEhKSuKnn35CoVDU+15NTQ0FBQV07NhRfGYwGDh69CgzZszA3t5etDzcuXOHc+fO0b9//0c2EfR6PStWrGDIkCHY2dmJzwsKCigtLSUoKAjgiS10SqUSS0tLvvzyS6qqqsRFiLOzM9XV1URFRbFgwQJkMhk6nQ4/Pz9GjBjB4sWLRdcxjUaDVqsV25GrqyvV1dWUl5eLmwWWlpbo9XrKy8vFOyIVCkW9sz+CIFBZWYmFhQUymQwrKys0Gg0qlUpc0Nvb21NWVtZgOWtqaigqKmLlypVUV1cjCALl5eVcvHiRmTNnolKp2Lp1a71y2bVrF//85z9p27YtH330EbW1tdTW1pKXl8e0adM4dOgQiYmJ5Ofnc+XKFcLCwrC1tSU6OlqUqby8nLKyMoKCgggPD2f37t2ia21RURExMTF07969kbVXH4PBQGFhIUuXLqW6uprq6mpkMhl2dnZERUVx5MgRnJ2dEQQBBwcHioqK2LZtG0qlsl4bMzMzw9vbm8jISGJiYmjbti329vZ0795dVHDVanWjz/SY8rZkyRJKS0vRarVUV1ezadMmXn/9ddzd3fn8888fadt5eXk0adIER0dH9Ho9arWacePGUfP/2Dvv+CirrPF/ZyaZSWZSJo30EAKEGiAQWlABpSaQhGpBXdeyrn3f3c+67uLHFwu6FlBWRVdFVKSHngAhkEhCJ0AoSQikkd7b9P77g888LxFUEnDV/T3fvyAzz517bjnPPfecc69Gw1dffYXJZMLT05MxY8YwevRoXn755S4LbovFQlhYGPfeey///Oc/KS0tpba2ljNnzvCHP/yB8vJyISy9pzi9Y6+++ipNTU3CePfy8qK9vZ3s7Gzuu+8+oa7OeR8UFCToeadszo0zX19f2tvbaWtrEzZ+nLqvubkZFxcXYc5IJBJhg8ThcNDc3CzMHaVSidFopLOzU9iEUiqVNwz1/ik6Ojpoamri9ddfx2g0YrVaf1An19XVcejQIRYsWEBQUBBr167FbDajVqvZvXs3W7duxcvLC4lEgqenJwUFBaxbtw6dTtelPBcXF5RKJatXr+bo0aOEhITg4+ODi4sLn332GevXr8fV1fW6cM+bpb29nZaWFiE832Kx4Obm1mXDTqPR4O/vz0MPPQTAnj17upRhtVqZNWsW48ePZ+3atVgsFvz8/IR+ttvtrF69mtjYWNRq9XV1aGhoEPrduaHl6uqKRqNh9erVnD59mrCwsB7JJyIiIvJr5LYZdFlZWQQFBfHpp5/y2WefsXv3biE3oKdMmzaNoUOHolarGT58eJfd75vFYDAICxrngvngwYO88847fPjhh0RGRnZ5mbS1tWGxWHjvvfeEnCWdTkdFRQWPPPIIn376KWlpadTW1lJQUMDIkSP54osv8PX15ezZs13KsdlsLF68mNdff539+/djtVqpqanhiSee4P333+f48eO3HJZ6Lc4DZBQKBWFhYUJe0i+Nw+Ggo6ODPn36EBMTI+yqf/rpp/z973/n448/JiQkpEveSnp6OuXl5axdu5a8vDz27t2LTqfjzJkzHDx4kJ07d3L48GHy8/PJzMwkODiYb775hpaWFvbu3SvkxVy6dIlLly5x/Phx9u/fz+nTpyktLeVf//oXzc3NrFmzhosXL95y+I3VasXDwwOZTNbl4A6nUT9hwgR69+6N3W7ngQceYObMmQwcOJCZM2cKoU3u7u64ubkJhlZJSQkBAQGEhYVRXV0NXB1X7u7uQv86F0wymUwIj5VIJAQFBaHVarHb7RiNRtzd3fHy8hI2RZqbmwkNDe22nEajEaVSiaurq2CAe3t7k5ycTHh4ONOnT++Sf6NUKpk8eTIDBw7kzjvvFHJJXV1dSUlJITIykvvvv5/KykpCQkIYPHgwffv2JTExEb1eLyyqfX198ff3Z+zYsfTt25fevXtjMBiw2Wxs376d5557Dnd3927LcyPsdjtKpRIvLy+ioqIwGAxYLBaKi4tZsWIF7777LidPnqSlpYXdu3fz5z//mY8++ojk5GQ+//xzoZyioiIMBgOrVq1i5cqVpKamUldXx2OPPcaYMWMIDAxk/vz5N/Qq3wxGo5EhQ4agUqkEr5WHhwcJCQlER0czc+ZMSkpKuoQOOhwOdu3axejRowEICQnhD3/4AxERESQkJAhRCy+88AKxsbHcddddBAcHC6HWzrzFhIQEBgwYwOzZs2lsbMTX15cpU6YQHh5OSkrKdV697mKz2QQDCv7vsJWOjg4++OADJk+eLESFtLa2CoeCFBcXdzHWVCoVjY2NwFWvT3BwMIGBgVRUVABX55OLiwthYWGYTCbhfWGxWITxLZFIiIyMFAw2jUYjeF+d7dLe3k5AQEC35TQajcjlcqRSKUql8kffB4GBgQwYMIDo6GiSk5OxWCzU1NRw8uRJli1bxooVK7h48SJGo5GcnByeeuopPvjgA+Lj4wXvK8CVK1eQy+V88cUXLF26lI8++giDwcDvf/97hgwZQp8+fRg1apTghe4uJpMJFxcXpFIpHh4eNwyBV6lUPP744/Tu3Zvp06dft2Hw1FNPERMTQ1xcHD4+PteV0dDQwIYNG7h48SKpqamUlZV1iTjo27evoFdra2tRq9U0NzejUCh49dVXefbZZ8nKyuqRfCIiIiK/Rm6bQefr68uFCxfQaDRcvnwZq9V6y+FPW7ZswdPTk4iICKxWK5GRkd0uIy4ujokTJzJmzBhGjRqFVCrFZrNRUlKCTqejuLgYf39/qqqqqK+v58qVK3z66afo9Xrq6uqEcLkXX3yRK1eu0NbWRkdHBwqFgp07d7Jv3z4sFgtVVVUoFArKy8s5ffo0Wq22i7fG4XAgkUj49ttvKS8vR6/XYzKZhEX47cDX15fExERCQkKYNm1ajxbsJ0+e7HYuyE8hlUqZOXMmQ4cOZfr06YwaNQqZTCaE6xmNRsrKyoQQtObmZqZNm8af//xnpk2bRlRUFLGxsahUKv72t78xc+ZM4uLiGDBgAH369GHhwoU8+eSTTJ06FS8vL0aOHIlGo2Hz5s306dOH5cuXM2PGDGJiYujTpw9BQUE8//zz/PGPf2Tq1KkEBQUxcODAW5LR29ube+65B3d3dxITEwkNDcVut/Phhx/S3NzM8OHDaWlpEQ4POnToEK2trWRnZxMQEEB+fj5arZY777yTtWvXUllZyaZNmxgyZAjjxo0jIyOD+vp6Vq9ezeDBg/Hw8CAgIIBLly6Rn5+PXC5HJpNx6NAhOjs7GT58OCdPnqShoYHm5mZUKhV9+/YlJyeHzs5Ozpw508X7ebP069ePpKQkvLy8hFDE6OhocnJy0Ov1HDp0iLi4OFpbW7l06RIhISG0t7fT3NxMfn4+ISEh+Pn5MX78ePbt24dGo2Hr1q2Eh4dz9913U1JSQnt7OwcPHkSpVGIymdi3bx+enp7079+fixcv0tbWRlVVFW5ubjQ2NqLRaIiPj7+l/rsWFxcXEhIS8PPzIykpiYiICCQSCXq9nra2Npqbm+no6ECtVqNUKoUcwoKCAoKDgykvLyc7OxulUklZWRmtra1UV1fT3t6Ou7s7L730Em5uboSGhpKRkUHfvn17VM+wsDBmzZqFn58fiYmJyOVyBgwYwMWLF2ltbSU3N5fw8HCsViunTp0CoLCwkNraWgYNGgRc9fp8/vnnmEwmjh49SmxsLDabjSVLllBZWcmlS5eorq5GpVIJB+Js2LCB3Nxc2trayMzMpFevXsyfP58zZ86g0+lIT0/vkXFzLc6NAIDExER69+6N2Wxm+fLlDB8+nOjoaFpbW/Hy8sLX15f09HTy8/Npb28XQhCtViujR4/ms88+o6amhm3btjFq1ChiY2PZs2cPVVVVfPbZZ4wYMQJPT08GDRrE2bNnOX/+PHq9Hnd3d/bs2YNWq+Xuu+8mJyeHpqYmioqK8PPzY8CAAeTl5WE2mzl27BhDhgzptpy9e/cmKSlJCOG/0TuzqamJ8vJy7rjjDsrKymhpaSErKwtXV1cCAgJoa2sTvJh6vR6pVIqrq6tgzJeUlBAUFERJSQnnzp1DLpdTU1ODRqOhqqpKeDe9++67hISEoFKpKCgoIDo6ukd9FxERQVJSEjKZTNCJ38disfDJJ5+g0+k4deqU4PW8dOkSEomETz/9lOrqaqqqqujo6EAmk3V53s/Pj6+//pqkpCTi4+Px9/cnNDSUI0eOUFZWRmJiItu2baOpqYktW7YQHR2NRqNhxYoVaLVaGhoabuu7V0REROSXRrZ48eIlt6Og0NBQpFIpu3fvpq6ujt/97nf4+vreUpmBgYHs3buXgoIC5s6d2yXX7WZRqVT4+fkRHR0thE9GRUWRm5tLTk4Oo0aN4u6772bdunWCgWA0Gtm1axdWq5Wnn34ab29vYmJiSEtLo6CggEWLFtG3b19GjhxJXl4eWVlZxMTEEB8fT11dHVqtlpiYGFQqFTt37qS1tZW5c+fi5eVFcHAwu3fv5vz58yQnJ/d4F/RGOI2kXr16MWzYsC6Lg87OToYOHSrsOuv1esLDw4UQ087OTkaNGsXly5dxdXUlODhY8DQ5DWm73Y5Wq2XIkCHdehk684+ceXP+/v5IJBJGjBgh9MPo0aOJjY1l27Zt+Pn5ERERgbe3N97e3tjtdiFnyvk3hUKBWq2mT58+KJVKvL29UavVaDQaxo8fj1arpaCggNGjR6NWq/H29sbFxQVfX1/69u2Ll5eXUJbFYmHo0KEoFIpbansvLy+CgoKIjY3F09MTrVbLlStXsNlsnDt3jrNnzxITE8P48ePZv38/x44dY/78+QwcOJAXXniBpKQkhgwZQnl5uRDCGBUVhUqlIiAggF27dtG/f3+mTJmCTCYjLCzz///eAAAgAElEQVSM3bt309HRQUpKirAQCwsLIzo6mlOnTnH06FHmzp1LcHAwPj4+dHR0sGvXLu666y6io6O7nefqbPfQ0FAhT8rPzw+j0cj27dtRq9U8/PDDHD16lJaWFoYNG0ZAQACbN2+mpaWFv/zlLyiVSsHwOHDgAOPGjRNympRKpXAq3rx587DZbFy6dIn+/fszaNAgod1mz55Nnz59qK+vJzQ0lJCQkB733feRSCSo1Wrc3d0ZNWoUKpUKmUxGr169SEtL4+LFi9x3330EBwfTr18/Lly4IEQo3HfffTQ3N1NXV8e4ceNQq9Xs2rWLsrIynnnmGcLDw4mLiyM9PZ3i4mIeffTRHoeny+Vy1Go1bm5uxMXF4eLiglqtxs/Pj61bt2IymXjhhRcoLS3l8OHDjB07lvz8fKZMmSIYXL6+vmi1Wnbs2IFSqeThhx9GqVQybNgwtmzZQllZGU899RTe3t4cOnSI2NhYxo4dy4EDBzh69Cjz589n+PDh9O7dm6amJtLT04mMjGTGjBm3dECNVCrFy8uLkJAQRo0aJczt+vp66urqOHv2LGfPniU+Pl7IvywpKeGFF14QNlJmzJhBZGQkDQ0NHD58mEWLFhEdHY1SqSQqKoq0tDTCwsKYPXs2MpmMvn37kpmZSVVVFQsXLsTb25tTp07Rr18/BgwYQGFhITk5OSQnJxMZGYmHhwdms5lNmzYxatQohg0bdp3h8VNcO59Gjhwp6FWHw4FGoyE2Npa0tDTMZjMjRowgICCALVu2oNfruf/++wUdmJ6eTmFhIcnJyYSEhBAREcGFCxfIzMykT58+JCUlUVdXh0ajEd4D27dvp76+nj/96U/06tWLPn36sGXLFmpra3nhhRd67Dl2jsvQ0FBhE9VJR0cHAwYMICAgALvdztatW5HJZMyaNYvi4mJhoykiIoJt27ZRUlLSxYut1WoJDQ3Fz89P0N/u7u7IZDKGDx9OYWEhHh4exMbG0t7ezv79+0lMTGTEiBH4+Phgt9vZsWMHZrOZpKSkLmGgIiIiIr813nzzzVed/5bodLpbSx76Hna7/bbufDnvcOrui/JmsNlsyGQyzGYzGzZsYNGiRcLv2O12IZfCiTN08/uL4B+T2fkb1+JwOHA4HOIOIde3xTvvvMOTTz6Jt7f3L1yzn5drx3VTUxOffPIJr7zyivD5jcbND/1NKpXe0DD7oXFmtVpvy2mQ38dqtSKTyZBIJKSmpjJ+/HjBS2yz2ZBIJF3q4rxO5Psy/Vj9nCFpv9Tc+aE2/TEdcCO98XPLce242LdvH0FBQT96UMmNxtGN+szJD+nln2ts3QzOPigrKyMvL4+FCxcKn/0W55OTxYsX8+yzzxIcHPyDv3ej9xXcWMYfe+Y/Pb+uDW3duHEjAwYMYMSIEUBXfdJTbjQvf6xNRERERH5LqFQqQUHedoPut4jD4cBkMnXJ2RD5ZdBoNLf99M9fO86juG9XDtivAZPJJBwwIfLLcm2e1v8PWK1W7Hb7bTnx9NdAR0fHf/0GF1yNGlEoFKKxJSIiInKTiAadiIiIiIiIiIiIiIjIb5RrDbr/P7ZsRURERERERERERERE/gv5ycB/u91+W4/WFxERERERERH5tfJL5YGKiIiI9JSf1Fo2m+2G98iIiIiIiIiIiPw3IZFIRINORETkN4cYcikiIiIiIiIiIiIiIvIbRTToREREREREREREREREfqPcVoPOea/U7c65+7ly+Jx3Kd0I551D3//b9+tyo+/91G/81DO3m+/Xwfn7PyZ7d+X8OerZXRwOBzab7QfLuNXybyc3auNrP7PZbDfsgxs981My/6dyYH+sfZ31+P447K48P9Zu/ylu1KY305+/5Jzvyfd/SqbutMHPzU/p8h8ae99/prvvhJ965uegO311M3PyRuX8GvTkD42x7s6l//T7VkREROSXQLZ48eIlP/aFm1XuNpuNw4cPk5WVRVVVFWFhYd2+B8hut5Ofn095eTmhoaGYTCZyc3PJycnBxcWFXr16dau8xsZGKioq8Pf3x+FwcPbsWeDqPUW7d+/m5MmTmEwmQkNDhfuybDYbp06dYv/+/Vy5ckWQo6amhl27dnHhwgWUSiW+vr6YzWYyMjI4evQoer2eoKCgLnfonDt3joyMDMrKyggICECpVFJTU8OePXs4e/YsKpUKX1/fbsl0Iy5evIher8fb2xuz2czJkyfx9/ens7OTtLQ0Tp8+jdVqJTg4GKvVSk5ODjk5OdTW1hIWFiZc7ApQXV1NWloaBQUFeHh44OPjg8lkYs+ePRw7dgyTyURgYGCP7grS6XQcOXKE0NBQZDIZGo2G4uJiAgICOHXqFJmZmVRWVhIYGHjdnWw2m429e/ei0WgICgrCYrFw7NgxysrKiIyMxOFw8N1335GdnU1rayuhoaFd8iBKS0vZvXs3hYWF+Pv7YzKZ2LZtG+fPn+f8+fNotVrCw8N73glATU0Nly5dIiQkBICSkhIsFgtyuZyjR4/S0NBAaGgoZrOZzMxMDh06REdHByEhIV3a88SJE2RlZVFSUkJERAQKhYKWlhbS09M5efIk7u7u+Pr6YjAYyM3NJTs7G51OR3h4uDCO7XY7RUVFpKenU1paSnBwMO3t7ezcuVOQuaWlhT59+ty0fGazmVOnThEQEIBMJqOyspKqqir8/Py69F/v3r27jKnS0lIyMjI4d+4cwcHBqFQqLBYL+/fvJzc3l9bWVsLCwpDJZJw/f559+/ZRXFxMSEhIl3HQ3t7O7t27OX78OK6urvj7+7Nu3TpBnoqKCvr06XNb7rE6deoUPj4+uLq60tTUxOnTp4mIiKCoqIh9+/ZRWFhIaGgo7u7umM1m9u7dy+HDh9Hr9QQHB3epw5EjR8jKyqKyspLw8HAqKirYu3evUG+r1UpQUFC37uwzm82cOXMGf39/ZDIZ5eXl1NXV4evry4kTJ9i/fz+VlZVERkYK8+DKlSukp6cLv9vW1kZwcLCgD1paWoiIiEAqlXbRA05950Sj0bBnzx5OnDiBxWIhKCgIgEOHDvHdd99RXV1NaGjoLd0DZ7fbKSgoQCKRoFKphD5RqVTYbDYyMzPx8/PD3d2d0tJS0tPThbl97T2WOp2OvXv3cuzYMbRaLWFhYQDk5eWxf/9+SktLCQ0Nxc3NjaqqKkE3e3p6olarhT7RaDTs3buX48ePY7fbCQgIwGq1cujQIbKzs2lra7tO59wM18poNBrJzc0lNDSU9vZ2MjMzUavVeHh4CN+vrq5m9+7dnDlzBrVajbe3NxqNhoyMDI4fP47FYiE4OBiLxcLhw4fJzs6msbGRyMhI4R5Ch8PBlStX2LVrFwUFBfj4+Ajl7N27lxMnTmAwGAgJCenR3YV2u53z588jlUqFvjt9+jQeHh6C7gsICECj0bB7927y8/OFMTls2DAA2tra2LNnD0ePHkUul+Pv749WqxXqZ7PZCA4Oprm5mT179nDmzBnOnz8v6Be4+s44d+4c+/bto6ysjODgYNzc3NBqtWRmZuLm5nbD+/3EHDoREZHfCm+++earzn/fNg/d2bNn2b59O7Nnz8ZqtbJ58+Zu7dY6HA42btzImjVryM/Px+FwcPr0acrKypg6dSqpqalotdpu1UmtVpOWloZGo6GlpYVdu3bh4+PD7t278fLyIiEhgc2bN1NVVSU8U15eTnZ2NrNnz8Zms7F582ZMJhOvvPIKo0aNYuzYsbz99tvo9Xq2bt2KyWQiOTmZ3NxcysrKhHK0Wi3ffPMNM2bMIDAwkL1792K320lLSyMmJobx48eTlpbWLXl+CE9PT7Zu3YrZbKa8vJwTJ07g4uLC9u3b6dWrFzNnzuTrr7+murqaU6dOcezYMZKSkgRZnZhMJl588UVGjx5NXFwcy5Ytw2AwsHnzZhwOB8nJyRw8eJDq6uoe1dPd3Z0jR45w+PBhANLS0mhsbESn07Fz504SExPx9PRk37591z17+vRp9u3bx9mzZ3E4HKSmprJr1y6ysrKAq4vJoqIi5s+fT0lJCQUFBV3kWrNmDfHx8QwePJi0tDS8vLyYNm0a06ZNIzIykvLy8h7JdC1eXl6sXLmS+vp6oY52u51vv/2WdevWkZeXB8D27dupq6sjOTmZI0eOcP78eaGMCxcusGnTJhISEgDYuXMnDoeD9evXExoaSkJCAunp6ej1eg4fPkxDQwNz587lxIkTXfrFaQAmJibSq1cv1q1bh5+fnyCzp6dnl3F/M7i6unLixAkqKiowmUxs2LABHx8fLl++zP79+5k1axZWq5V169YJz7S2trJ69WomTJjAoEGDeOWVV7Db7aSnp1NeXk5SUhLHjh3j1KlTNDQ08NVXXzFlyhSCg4NJT0/vokPWrl2Lv78/KSkp7N27l46ODkGeO++8k9LS0tvmIbpw4QJFRUXYbDZSU1ORyWTU1taycuVKJk2aREhICG+//TZ2u51169ah1WoFPVBSUiKU4xy3SUlJaDQasrOzCQsLE+rt7+9PRUVFt+vn6urKkSNHqK+vx2AwsHbtWnx9fSksLCQrK4tZs2ah1+vZtGmT8ExgYKDwu66urlRXV3P69GmuXLlCcnIyFy5c4NSpU5hMJhYvXkxcXByjR4/m3XffxWAwCOV88cUXuLu7k5CQwBdffEF1dTVFRUWCXmlra+PYsWO31P4SiQS9Xi+0cWlpKRs3bsRoNPLXv/6VXbt20dHRQUdHB99++y2TJ08mOjqaJUuWdCknLS0Ns9nMrFmz2LZtG8XFxZSXl7Np0yYSExNxcXFhx44dAHz++ecMHz6cu+66i+3bt2M0GoVytm7dioeHB8nJyWRlZdHc3ExZWRmXL19m4cKFVFRUcOnSpW7LaTKZyMjIwOFwkJeXx8WLF2lubmbp0qUcP36choYG4btms5mPP/6YmJgYJk6cyNatWzEajWRnZ+Pq6kpSUhIZGRl0dnZSVFREcXExc+bM4cqVK136Q6vVsmHDBiZNmsTQoUN5++23AVi/fj1SqZSEhARWrVrVY53o7Lv33nsPu91OSUkJqamp6PV6XnrpJXbt2kVnZydqtZpJkyYxbdo0wsPDyc/PF8rIzMykV69ezJ49m4yMDMHYdXNzY+bMmaSnp2O1Wqmrq8PV1VUY19caaPX19ezZs4fExER8fHz45JNPaG1tZfHixRw9erTb+k9ERETk18xtM+iuXLnCpEmTCAgIYPr06RQXF6PT6W76eYfDwZAhQ/j73/+OUqkUypw8eTIhISFER0d3WfjeDK6ursTExJCbm8uRI0eIj4/H1dUVhUKBu7s7RqMRHx+fLs8EBwfzxBNPAFdfTO7u7kgkEpYsWUJoaCgOhwOVSoXD4eCuu+7innvuwWw24+7u3mVXTyaT8Ze//AU3NzdcXFwEj0VKSorgpfm+F6qnBAUF4ePjQ1FREVlZWUyZMgWJRIKbmxvu7u4YDAZ8fX2RSCQMGDCAp59+GpvNhqurK25ubkI5EomEf/7znwQHBwPg4eGBw+Fg8uTJTJw4EZPJhLu7e489IFKplD/+8Y/k5uZy9OhRTp8+zbhx47Db7Xh5eWEwGK6rE1zdrc3MzOS5554T/jZ69Gh+97vfCf/fvHkzQ4YMIT8/n8mTJxMTEyN8VlxcjLe3Nw0NDZjNZhYuXIirqysBAQH4+flx9uxZRo8e3SOZrsXT05MnnniCrKwsNm7cSJ8+fejVqxcjRozgwQcfBK4uyrKysoiNjeXChQvMnz9f2JUGyMnJISEhgYsXL9K/f3/mzp2LXq/n4sWLSKVSLl68yKJFi1CpVFRVVREcHMz58+eZM2cOoaGhQjkNDQ0EBQVRVFSEUqnkkUceQS6XExAQgLe3N1VVVSQmJnZLPolEwt133y14qAIDAwkJCaGkpIQxY8ZQWFhIVFSUICtcXVQNHjyYuro6rFYrb7/9tuAlHjduHAUFBcyfP5+4uDiOHDnCqFGjKCsrw9PTkzlz5ggeEr1eT35+Pm5ubpw/f54HHngAb29vAgICCAgIoKSkhKioKBQKxa10ocDkyZMFD5XD4SA+Pp6SkhKmTp1KZWUlKpWKl19+GYvFwu7du4mOjubChQssXLiQ/v37C+Xs27ePSZMmUVBQwIgRI5g6dSpKpZKAgAA8PT05fPgwY8aM6ZZ3ztkXd911l+Bx7dOnD4GBgVy6dIk77riDwsJCBg0axL333is84+bmJkQKVFdXM2fOHAYNGsS8efOwWq24ubnh6uqKRCLhjTfeEDzNTj0AV/X0vHnzmDBhAhaLBbVajVQqJSQkhEcffRSHw4GbmxtSqfSWwtwkEgkjR47E19eXffv28eWXX/Loo48il8t5/vnnufPOOwFQKpU888wzeHl5IZFIUCgUglHvcDiYNGkSM2fOxGaz4enpiYuLCwEBAfztb3/DxcUFuVyOi4sLdrudxx9/nLCwMCwWCyqVqkufTJ06lbi4OIxGI+7u7oLMc+fOxWQyoVAout2HAAMGDKCxsZHLly+Tl5fH/PnzcXNz48UXX2TQoEFdvltWVoa7uzs6nY7a2loefvhh3NzccHNzQy6XC1EadrudqKgoFixYgM1mQ6FQdPGWKhQKHnvsMdRqtdBfdrudxMREJk+ejNVqxcfHp8d6XiKREBcXh7e3N/v37+eLL77gd7/7Ha6urjz//PPEx8cDdNFHhYWFPPPMM0IZcXFxjBw5Ei8vL9zc3HA4HMTExDBhwgS8vLxQqVRYrVb0ej0Oh4PCwkJaW1u7yCmVSvH09MRgMCCRSJDL5UilUv76178yceLEHskmIiIi8mvlthl0/fr1Y9euXeTn57NmzRqMRiNWq/XmKyKVMmzYsC4vEYvFIhhUAQEB1NTUdLte3t7epKamsmfPHmGhMWjQIFauXMk777yDw+EQFi4AKpUKuVzOBx98QG5uLhMnTkQulxMeHk5aWhpLly5l9uzZKJVKQkJCuHz5MkuWLMFutwuGEFz1Rrm6urJq1So++eQTYmNjkUgk+Pr6sn37dt5//32ioqK6Lc+NcDgcyOVy3n//fS5cuICLiwsymYwhQ4bw3nvv8c4776BQKATDz2638+6771JaWsrw4cOFcuRyOREREezYsYM33niDGTNm4O7uTkhICAUFBSxZsgSZTEZAQECP66rT6VAoFLz//vvExMRgsViERcjy5cv5+uuv6devX5dnnIbftbuv/fv3F4xki8VCSUmJ4PnbvHkzV65cEb5bWVnJ5cuX6ezspLCwkL179wqfFRcX09bWRmRkZI9luha73c7hw4f59ttvCQsLw2azMXLkSKGuWq0Ws9lMbm4uFouFlStXCnW12WzU1tayY8cOLBYLO3bsEEI1GxsbqaqqQqfTsX79ekwmExcuXODChQvY7Xa++eYbOjo6hHrU19dz4sQJYef/Wq9nVVUV7u7uqNXqbsvn6urK+fPn+eijj4S52tLSQmZmJna7nYyMDHJzc4XvazQa0tLS6OjooLCwkC+//BK9Xo/BYCA7Oxur1cqHH35IaWkpFRUVgofIGb7npLGxkdbWVsrLyzGZTKxduxa9Xg9AZ2cna9euZcKECT1aVN8ImUxGRUUF7777LhaLBbPZTHt7O6mpqeh0Oo4fP87GjRvp7OzEZrMJ4Yeff/45tbW1wNX+rKysFLzzW7Zs6eKFcIYfX6s3uoObmxt5eXn8+9//RiaT4XA4aG1tJSMjA7vdzq5duzh69Oh1z5WWlhISEoJSqUStVtPc3Mz7779PS0sLAwYMEPTdzp07eeONN0hISBA2nyQSCREREZw9e5alS5cSHR1NYGAgPj4+6PV6li1bxokTJxgyZMgt94XJZCImJobPPvuM9vZ2AHx8fBgwYIDwHadR8PXXX7Nq1SoeeeQRIUxQIpEQGBhIWVkZb7/9Nr6+voSHhwtGwocffsiOHTu44447kEqlBAQEsHPnTl577TUGDhzYxTgICgri5MmTvPLKK3h4eKBWq/Hy8qKhoYH33nuPS5cuERER0W0ZnRuEr7/+Oi0tLRiNRnx9fYUw1mupq6ujoqKChoYGqqqqSE1NxWKx0Lt3b1JTU1mxYgUajQYPDw88PT3p6Ojg/fffp6KigsGDB1/XZmvWrOGzzz5j7ty5SKVSQkNDKSoq4q233qJPnz5d3ovdxWg0MmTIEP7973+j1WpxOBz4+voSHR193XebmpqQSCT07t1b+FtUVBRKpZLs7Gx8fX1xc3MjPDwcDw8Pzp8/j6enJwqFAp1Ox8WLF4GrHvzi4mKhDLVajcViYenSpaxdu5bJkyejVquFsFsRERGR/yZum0E3aNAgHn74YTIzM+nXr1+Pcui+j4uLC2azGYfDgVarxc/Pr8dlOD1SFouFAwcO8Prrr7N8+XLUarUQtgdXPSiurq4sWbKEOXPmsHLlSiwWC1qtlvvvv59ly5axfv16mpub6ezsJDY2lg8++AClUklRUVGXclQqFX/+85956aWXOHDgADabDbPZzMMPP8wbb7xBXl7ebUvWDgwMRKvVEhQUhN1ux2QyceDAAZYvX87y5ctRKBTk5ORgMBjw9PRk6dKljB8/nu3btwt1cMr54IMPsnz5cjZt2kRraysajYaxY8eyYsUKpFJpl5Cy7mIymVCpVLS3txMYGIjVaiUvLw83NzfeeecdXnzxRQ4ePCh832w2s2/fPnx9famqqqK9vf06z6+rqytSqZTx48czceJEJk2a1CWMzcPDg/DwcKZPn05ycjLt7e04HA7MZjMbNmxg3rx5tzxWnTgcDvz8/IiIiLjhgtbpAZk7dy5Tpkxh1qxZwiJEJpMhk8mIjY3l7rvv5umnn+bs2bMoFAoCAgKYMWMG06ZNE7yu7u7u3HnnnYJH8towU6VSyfjx45k0aRKzZ8/m0KFDwNX80dTUVMaMGdOjHXi73U5kZCR6vZ7AwEBhh3/mzJlMnjyZOXPmsHPnzi7yRkZGMn36dBYsWEBWVhYWiwWpVMq8efO45557WLBgAYWFhXh6euLr68s999zDQw89RFVVlbAppFQq8fHxYebMmUydOhUfHx+0Wi12u50DBw4wY8YM/P39uy3PD2Gz2ZgxYwZWq5XQ0FDsdjsuLi5ER0czdepUHnroIbKzs4Uc45SUFKZMmcL48eOprKwE/q8/4+LimDRpEg8//DCFhYXY7XY0Gg379+/n3nvv7bEnxOFw0K9fPywWC/7+/oKHavbs2UyePJl58+axZ8+eLs9YrVYyMjIYOXIkDocDg8FAREQEr732GpGRkWRkZGC1WtFqtSxatIjly5ezYcMGWlpaAIS6x8fHs2zZMioqKigqKhJyiF9//XVmzJhBTk7OLes2u92ORCLBx8eH8ePHdwmBvFYeg8HAc889x9/+9jdee+01ITzU4XCg0+kYOnQo//znPzEajZw8eRKj0YhCoeDll1/mySefZMuWLcI7YtGiRaxYsYK8vLwuekan03H33Xfz0Ucf0dnZSW1tLUajkb59+/Lmm28SExMjhFR3B4fDQVRUFI2Njfj6+v5oyLBSqcTT05NZs2Yxd+5cHA4HRqOR/fv38+yzz/LWW2/h5+fHhQsXMBqNhISE8OqrrxITE8OuXbuEcmw2GwaDgaeffpp//OMffPzxx+h0OrRaLXFxcbz77rvU1dVx7ty5bstzrVxSqRRvb2/i4+Mxm80/+L2cnByGDRvWRV/abDaOHj1KdnY2s2bNQiaTYbfbKS4uZuPGjaSkpCCVShk5ciTPP/88EydOZMqUKcKmHlz1aMrlclauXMk//vEPli5d+oP1EBEREfmtc9sMuoqKCqqqqnjmmWeQyWR4e3tfFzrXXQICAjh79qxweMa1u4w3i5ubG5GRkQQGBqJQKIQTr5wvcIlEgsVioaWlhY6ODuHwDKd3sKWlBY1Gw4cffkhLSwsSiQQPDw9MJhMbN24UDlpRKBQYjUaampqorKykvr6eNWvWoNfrhd1zZ15VY2MjUqkUs9l823J+3NzcBA+gXC6/Tk6pVIrFYuHEiRNkZmZis9lQqVR0dnai0Wg4c+YMnZ2dLF++nNbWVkFOs9nM2rVrBWPB1dUVk8nU43rK5XJ8fX2JjIwUwjedL1m73Y7FYhFOX6urq8NsNhMXF8fly5fJz8+nrq6O1tbW68qdPXs2Go1GyCNUqVQ0NjZSXV3N4MGD0el0aDQaIb8Nrh4mExAQcMNd457iDFsLCAi44fhXKpX079+fkpISDAYDhYWFeHl50dTURHt7O2PGjEGj0WAwGITDGZyhoc3NzWi1WrRaLS4uLgwbNozW1lZMJhO1tbUEBARQW1tLU1MTISEhtLa2YjabqaurE7yqBQUF6PX6Hsvs6uoqhNkplUokEgnh4eGC56y8vJyIiAi0Wi0NDQ3CIRUajYbq6mq8vb3x8vKiX79+FBcXYzAYOHfuHGq1mlGjRgmL8MuXL6NQKLBarRQVFeHt7U1gYCANDQ3o9Xo6OjpwcXGhvb2dy5cvCzmHtwuZTIZKpeoip9ODoNVqKSkpQa1W4+Pjw8CBAykvL8dgMAhjr7S0lMbGRiZOnIhGo8FoNHLhwgU8PT2RSCQUFBQwcuTIHnlJnVzbF04PWkREBJcuXcJkMgkHfmg0GiEXKz8/H7vdLhyGk5eXx9GjR7Hb7SiVStra2tBoNKxYsULQd56enuj1eo4cOYLRaOTLL7+kpKQEh8MhhLSdPn2ajIwMbDabsOFwqwad87AQpVKJu7v7DedTW1sbmzZtQqvVolAoMJlMGI1GKisrsVgswsEfzrpqNBouXrzIpk2bMJlMKJVKjEYjJpOJTz75RJAZ/u9gFqPRyPr164UcOafOKiwsJCcnB7vdjpubW7dSDK6V0akHfXx8bngYh3MOR0VFYbPZaGlpoampCYPBgEwmw2azCXpTIpFgtVopKCggNzdXqJvz/Xbp0iU6OzvZsmULGo2mS5utX7+e4uJiHA4H3o0EADYAACAASURBVN7egge8J1zbd0ql8gc3zGpra8nPz2fo0KE4HA4aGhqwWCxcunSJ7Oxsnn/+eSQSCXa7nStXrvDll1/y+OOPo1QqsVqtlJSUcPz4ccxmM1VVVQQEBFBfX09NTY3wfne+Z38NJ+SKiIiI/FzcNoMuIiKCsrIy5s2bR1paGvfff/8tnzY3duxY8vLyeOCBB+jXrx+BgYHdel4ikTB8+HCmT5/O9OnTGT58OHK5nBkzZvDGG28wZ84ctFot06dPZ8uWLdTX1xMVFUVlZSUpKSn8+9//5tVXX8XX15f4+Hgee+wxHn30UWbOnElYWBjz58/n888/Jzk5maamJkaOHMnZs2f57rvvCAsLw8XFhQULFvDaa69xzz334OrqyoABA3j22Wd5/PHHiY+Pvy0n8rm4uBAfH8/MmTNJSEggKioKNzc3EhISeOmll5g7dy52u5177rmHuLg4cnNzSUlJYefOnTzyyCNcuXKFTz75BG9vbyZMmMAjjzzCY489xvTp0wkODubee+/lo48+Ijk5Gb1ez9ChQ3tc14iICO655x4SExO56667hLa12+3MnTuXN998k6lTp2I0Glm3bh1yuZwFCxawYMECZs2axeDBg7ucRulcfP3+97/n0KFDzJ49m+rqakaMGMGpU6c4cuQIAQEBjB49mgceeID//d//ZfLkyUilUk6fPk1CQkKPTnL7IeLi4pg6dSpJSUmMHDmyy0JGIpEgk8l46qmn2LRpEykpKZjNZsaNG8fq1au5fPky06dPx2AwkJKSwvr165k/fz5yuZyFCxfy0ksv8eCDDzJixAg8PDy4++67SU1NJSUlBZlMRv/+/Tl27BgXLlwgNDQUX19fZs+ezaeffsqjjz6KxWJh+/btPPbYYz32SEZFRZGYmMikSZOEEMdRo0bR0tJCUlIS6enpPPfcc+Tn55Obm0tYWBhDhw5l/vz5vPLKKyxdulTI4dmxYwcpKSl0dnZy5513EhsbS1BQEHPnzuXjjz9m+vTptLW1sWHDBux2Ow8//DCvvvoq8+fPZ9CgQfj6+nL58mUGDBggnGx3uwgNDWXq1KnExsYyZcoUFAoFgwYNok+fPsybN49ly5bxyiuvIJfL+etf/8rq1atJSUlBoVAIHpGzZ8+SnJxMTU0NycnJZGZmMn36dCQSCWfOnGHMmDG3VMd+/foJ3jhnX4wbN46amhqSkpI4cOAATz75JHl5eRw+fBiz2czGjRt58MEHBU/x0KFDSU9PJzk5mRMnTvDggw/i4+PDhAkTBH03Y8YMvLy8WLp0KVqtlpSUFF577TXmzp2LSqUSDos6c+YMycnJrF27lhkzZtzyvPLw8GDSpEkkJCQwceJEBg4cKHzmnPd+fn74+vqycOFCnnnmGd58800kEgmvv/46UqmUiRMnsnz5clJSUujo6GDq1KkMHTqUpqYm5s6dy2uvvcaiRYvw9PRk7NixPPnkkzzwwAOMHDkSlUrF6tWr6ejoYObMmbzzzjskJycLm4T9+/cnJyeHWbNmcezYMSZNmtQjGe+44w4SEhKYPn16lzxYp4zl5eVs2LABPz8/5s+fz2OPPcbjjz/OxIkTUalUzJo1ixUrVpCcnIxWqyU2Npbo6Ghyc3NJSkoiKyuLJ554gitXrpCamipsjtx777384Q9/4C9/+Qt+fn7MmDGDt956S8hddea63UrfzZw584Z955Rty5YtzJo1C09PTxwOB5s2bcJoNLJ9+3Zyc3N54oknWLBgARqNhoMHD3Lu3Dn+53/+hwULFlBaWkp0dDS7d+9m9uzZlJSUkJiYSF5eHocOHWLgwIG4uLgwZ84cXn75ZZYuXXpdzriIiIjIfwsSnU73o9uoFosFm812U4U5HI5bShD/IfR6vZBLd7tweq/kcjkWi4Vvv/2Whx56SMh1MpvNQsiUE6vVisPh6HIku91ux2q1Cgtkp2fMeSiAM4Tz2sXNjcr5uXA4HFgsFmEB90N/s9vtQh0tFst1RzfbbDZsNtttC028UT1NJpOQuH7p0iUKCwtJTk6+6X63Wq1CSKezzGv7Qq/Xo1AofhVHUlutVsELbLfb+eMf/8iyZcvw9PTEbrcLhy9cK7vTM3rtwR/OkDMPDw8kEongFXE+p9PpkMvl/5GxptPphDzVnTt3MmTIECEf0mg0IpVKu4wfZwjytYcD2e12IZzUOR6vHZs3aoP/NM7De64dR0496VwwXtsPzv50Hvb0n8A51qVSKZs3b2bcuHE/muPl1FPXjrfv66lr+8Futwth7E6c+u6X6BtnaK6LiwuVlZVkZWXxyCOPCPW6GR0ICOHATr1/rcw30oHOsEdnW/8c7N27F6VSyV133SWEyToPc3Fit9sxm83XeTFNJpPw/vm+bnDedXmj99n32+U/gdlsFjxw3dHRTt3u1Bnfl9NsNiOVSm+6TGfosoiIiMivHZVKJSjq22rQ/VZxhrEEBASIu3a/Ejo6OnA4HLcUkvZbwXm0d//+/f8rxp/D4aC5uRlvb++fbQNA5OZwOBw0Njbi5+f3q9jI+E+g0+kwGAy3Nafyl6S+vh4PD48u99H9N+JMfQgMDPxF9aBo0ImIiPxWEA06EREREREREZHvIRp0IiIivxWuNeh+nhgRERERERERERERERERkZ8d0aATERERERERERERERH5jfKTSRWurq7/kQMVRERERERERERERERERLqH6KETERERERERERERERH5jSIadCIiIiIiIiIiIiIiIr9RRINORERERERERERERETkN4ps8eLFS3r6sMFgoLGxUbjUWKPRUFNTg9lsRqlU9vguGZ1O16Vco9FIc3Nzt+/hMZlMwgW7cPVuM7h6N1NDQwONjY0AXS42djgctLe3U19f3+WCY6PRSG1tLe3t7bi4uCCXy7Hb7dTX19Pc3IzD4cDNza2LzJ2dnVRXV2MwGHBzc0Mmk2EwGKirq+tSzq1itVrRarWCnFqtFrPZjM1mo6Ghgc7OTjo7O4X61dTUCH9z1huu3odWW1srfGaz2YSLr2tra6mrq0Mmk10n509hsVhobW0VxoTJZBIux21tbaW6uhqbzXbd5bx6vV6ojzOX02KxCH0nkUiEvuvo6KCurk643PraC+Gdbd7R0YFMJhPavL6+nqqqKoDbfnE9XO1/mUyGVCrFarXS3NyMu7s7Wq2Wuro6NBrNdRedW61W6uvraWpqwm63C/VqbW2ltrYWk8kkjEmdTkdNTQ1arfa6y8PNZjO1tbW0trYik8lQKBQ4HA7a2tqorq4WLjXvzmXIdrud9vZ2FAoFEokEg8GAwWBAoVAI5er1ejw8PLqUq9PpqKurE8aAi4uLcD9abW1tFzk7Ozu5cuWKcFHwtf1osViora2lvr4euVyOQqGgurpaGK96vf6W9A783x16zrFos9nQaDTCHLFardTV1V3Xbx0dHWi12hteHm42m6mvr0epVArt4vwdvV6PSqXqcX2/T0dHB3K5HIlEgtVqpaWlBaVSKeiv1tZW3NzchLFiNptpaGigo6ODzs5OQQa73U5TUxNyuRyZTCbMO5lMdt04c45rqVSK2WymsbHxuouvbwc6na7LZebNzc24uLgglUppamqipqZG0FnXjoH29naqq6vR6XQolUpkMhkmk4nq6mpaW1uRy+WCPm9paaG8vBzgurHU2dlJRUUFRqNR0It1dXXC+DOZTD3uS+c8lclk2Gw2Ojo6cHd3/9F2r6mpobm5GVdX1+vmglMPXls/p/wSiYTm5mba2tqEz1xdXQV52trakEqlPT66X6/XC5e2A7S0tAhjoampCQC5XI7RaBR+7/vvQovFQl1dHdXV1cjlcmH+OfX8tfqhubmZ1tZWOjs70Wg0eHl5CeU4HA5aWlqwWq3XtZHBYPivv9tPRETkv5s333zzVee/e2zQdXR08NVXX7F8+XJmz56NxWJh6dKlWCwW9u/fj0qlIjQ0tNvl1tXVsWbNGt566y3mz59PW1sbK1euZMuWLSQlJXWrrPb2dr799ltiYmIwGAx89tlnDB48mOPHj5Obm4ter2fr1q0MHz5cWIg1NDTw1VdfYTabyc3NxWAw0Lt3bz744ANaWlqoqqpiz549jB8/nuPHj5OZmYnRaGTPnj307dtXeJmYTCbef/99rFYr58+fp7W1lX79+rF9+3bKysqoqanh3LlzxMbGdruNvo/BYOCrr75i8ODBOBwOPv74YwIDAykpKWHPnj3odDqqq6uJiIjAaDTyzDPPoFarqa6uRqFQ0KtXLwA0Gg1/+tOf8PT0pLq6GplMRlBQEAcOHODgwYOYzWYyMzPp379/t16EBoOBpUuXMmDAANRqNTt37hQMui+//BKJREJOTg5KpZKgoCDgqvGwefNmamtrKS0tpbi4mGHDhrF//36OHDmCTqdjy5YtjBgxAoPBwKuvvopMJuPMmTMUFxczfPhwYVG7bNkympubqaurIz09ndGjR1NQUEBqaioSiYSsrCx69eqFn5/fLffFtezdu5f29nbCw8M5ceIEW7ZsYejQofzrX//CYDBQVFREdnY28fHxwsJx37595ObmotPp+Oabb4iNjaWzs5NPPvkEh8NBdnY2Li4uhIeHs2rVKlpaWigtLaWsrIzBgwcL5ezdu5ezZ8/S0dHBkSNHGDJkCE1NTWzYsAGLxUJ2djaenp5Ce98MVquVL774gvDwcJRKJevWrUMul+NwOIQ5c+TIEQwGA1FRUcDVRfiqVatob2+nuLiYI0eOMHbsWPLy8tiyZQt2u53t27cTFhaGXC5nxYoV2Gw2zpw5Q0dHB3379hVkSk9P58yZM+j1eg4fPszgwYP57rvvqK6upqysjLS0NCZMmHBLhzjZ7XZWr16NyWQiMjKSM2fOcPz4cYYOHQpARkYGy5cvp3///gQHBwNX5/qSJUs4f/48EydOvK7Mffv2sWTJEqZNmyYs+GtqanjvvffIyclhxowZPa7vtTgcDrZt24bdbicoKIiDBw9y4MABhgwZwrJly9BoNJSXl5OTk0NcXBwymQyNRsPx48epqKigsLCQ9957j0mTJvHNN9+wfft2+vfvj6enJ5s2bWL16tX4+fkRGRkJXDWoPv74Y7Zv386dd96J2Wzm22+/ZdOmTfTu3btbY+tmKCws5NChQ8TExFBTU8O7777LhAkTKCoqYuPGjdjtdrZt20ZwcLCg0xoaGnj77bdxdXXl0KFDtLe307dvX1atWkVNTQ2NjY2cOHGCoUOHUlZWxpYtWwDIzMwkPDwctVoNXDXmvvrqK4xGI6dOncJsNuPv78/Bgweprq7m8OHD5OfnEx8f3yPZMjIyKC0tJTo6msLCQvbv38+QIUNITU1l9erVqNVqYU7ZbDZWrVpFRUUFzc3NfPfdd8TExAhzobq6mk2bNhEbG8uRI0eorq6mqqqKrVu3Mnr0aFxcXMjPz6e4uJjKykrefPNNRo0axe7du7l8+TItLS188803xMfH98iou3TpEllZWQwfPpz6+nqWL1/OsGHDSE9PJzU1FYDo6Gi2bt1KSUkJ9fX15OXlMWrUKKGM/fv3c+zYMYxGIwcPHiQmJobOzk7WrFmDwWDg2LFjtLe3079/fxYvXixstDQ0NDBw4EDgqr7at28fqampNDU1MWzYMDIzM6murqagoICsrCwmTZrUo/4SERER+TVwrUHX4y3U2tpaJk+ezMmTJwG4cOECvXr14oEHHqCpqYmPP/6YkSNHdtlhvxlaWlpITEwkPT0dgCtXrjBnzhy2bdvW7Tr6+fnh4eFBYWEhBoOB8PBwfH19KSsrY+HChfTq1YuioiLq6+uFxbxCoWDRokWEhIRw/PhxvvvuO+666y6mT5/O8OHDsVqtPPDAAxgMBtRqNb///e/x8vKis7OTlpYWwYg1mUzce++99O/fn4aGBmHxOmLECHr37o3BYODrr7/utkw3QqVSER4ezoEDB4iKisLDw4PBgweTlpbGjBkzGDp0qOAZqKqqYvDgwcydOxeJRNJlB1qn09G3b98un9lsNl5//XV27NiBp6cnNput233q4eHBo48+ys6dO7nvvvvIzc3ltddeo7KyksjISJKSkjh06BC1tbX8v/buO7qqKm/8//u2FG5CCgnpvZEQSCRIk450kQ5KiZQRBBwQYWxTZBwFH8cHZRxBkCKoDCiggFTpvUOAQAIJaSSkJze5vf7+4JfzJQOWQJwBnv1aa9ZyLvee7H32Ofvs8tn7JCcnA7df7tqxY0dCQ0MpLy/n66+/xm63k52dzfPPP4+3tzeXLl2itLQUhUKBw+Fg1KhRVFRU8N5772Gz2VAqlZhMJk6ePMm3336Lk5MT06dPR6fTsWHDBkaMGEFycjJpaWmcOXOG2NjYRimPOm3btmXhwoW0bNmSHTt2MHfuXGkk/7nnnkOj0ZCamorVapVGp0NCQujZsydOTk6cPXuW0tJSmjdvzuTJkwkODub8+fOkpaXRoUMHunXrRlxcHDU1NVKDtq5soqOjpeN8/vnn0qz5888/T/Pmzfnxxx+5ceMGSUlJvzo/KpWKdu3asW/fPnr37k1FRQXJycns3LmTbt260bZtW+x2O1arVfrNzZs3ad68OaNGjcJms2EymaQO4Lx58/D29uaZZ54Bbnd8EhISGDJkCDKZDIvFIl2fVquVTZs28c9//hMXFxdsNhtOTk6MGDECgPT0dPR6vTSSf78UCgVTpkzhvffeIzk5mbVr1/L73/9eyssPP/zAsGHDcDgc0m9Wr15NZGQkNpvtruOVlZWxbds2WrZsWe/zusbknj17Hii9d5LJZHTo0IEPP/yQefPm8cMPP/DXv/6VnJwc1Go1Y8aMkWZW6zq9np6e0vn/7rvveO655zAajTz99NP4+fnhcDgwmUwkJCRgt9vr/b3i4mKGDh3K/v37cTgcaLVaunfv3ihRB/cSFxfH+vXr6dKlCzt27GDUqFG4u7uzdu1a/vCHP9CsWTOeffbZemVz4MABBgwYQLdu3aRrs7CwkIyMDP73f/8XuVyOxWLBycmJkydP0qdPH+Li4ujXr1+9uvHKlSuEhYUxcOBAACmiYMSIETgcDtasWcOTTz5533nr378/H330ET169GD37t0888wzWCwWYmNj73nejx49yqpVq6T0q1Qq6V4oKCggPT0dHx8f6bPc3Fxu3ryJh4cHcrmcLl26AHD9+nVOnDhBVFQUn3/+OR988AFOTk58//33VFdX15vt+rWio6PZsGEDN2/eZP/+/QwYMACVSkV8fDzBwcFUV1cDtwcERowYQZMmTVi2bFm9Y5w7d47U1FQCAwP56quvyMjIICYmhuHDhxMcHMyFCxfYvHkzffv2RavVMnr0aGQyWb3IAKPRSNOmTZk8eTKHDh0CkM7H4cOH8fHxaXDeBEEQHlb33aGLj4/HZrNJD72SkhJiYmIA8PX1xWQyYTKZ7hmC9HMSExPrNQjbt2+PXq+/rzAqmUxGq1atWL16tdRRUygUPPnkk/zpT38iKioKnU5XryHv5eVFkyZN+PLLLzlz5gyzZs3C2dmZpKQkDhw4wK5duxgyZAhNmzalZcuWXLt2jVWrVlFaWsqQIUOk49Q9CDdt2sTBgweZMGECcrmcyMhI9u/fz/Hjx4mPj29wnn5Ky5YteeONN4iJiaFPnz7A7RnKK1eusHXrVux2Oy+//LIUBrpw4UKqq6sZMmQIbdu2BW6HahYXF/PRRx9RXV1Nv379iI2NRaVSsWLFCrRaLV5eXkyYMKHBD3ofHx+qqqqYN28evXr1wtnZmdDQUNauXUtZWRm5ubnMnDlT+r5MJiM0NJRdu3Zx6tQpOnbsiFwup127drz++utERUVhNpuJiYmROjLvvPMOBQUFjBo1SgrxUavVjBw5kjfffFNqVDRr1oz4+HjS09MJDAzkwoUL1NbWNlJJ/D9eXl74+/vz7rvv4ufnh1wux8/PD3d3d/70pz9RW1vL2LFj6zWA666p7du3Y7fbiY2NxcXFherqatasWcOxY8eYO3eudC3t2bOHI0eO0L1793od7ZiYGE6dOsXBgwfx8vJCrVajUqkoLy/nyy+/5OrVq8yePbvBeQoODmblypVcv36d5ORk5HI5lZWVXLhwgd27d2MymUhNTZXuqdraWk6fPk1eXh46nY6nnnqKTp06YbVaWbt2LRqNBovFwu9//3tycnIoKSnh+vXrGI1GBg0aJI3al5SUUFtby+LFi9Hr9URFRTF69GicnJwwmUysWLGCl19+uVHCZu12O82aNeO9995DrVbj4+ODw+Hg0KFDTJ06VQrTBcjIyCAnJ4fJkyezc+fOescxGo189tlnTJ06lc2bN0ufX7t2jYqKCjp06NCoHTq4fZ/5+Pgwf/58YmJikMvlVFRUUFpayocffohOp6NVq1YMHTq03vWi0Wi4dOkSc+fOlersy5cvA7frsjZt2pCenl7vbyUmJmKz2Thw4ACANJh1/PjxRs1THZVKRbdu3Zg3bx4BAQH0798fg8GAxWJh3bp1VFdXYzQamTlzpjQ7WFRUxLVr1zh58iQ1NTWMGjUKo9GI1Wpl4cKFGAwGEhMTGTx4MFlZWeTl5aFQKFAqlUyaNElq9Ofl5XHx4kWuXLmCxWJh+PDhUiddq9VSUVFBWFjYfedNoVDg6urKwoULqaiooHnz5ri5udG2bVuuXbtW77tlZWW4urry0UcfodfriYyMlO4Fs9nMP/7xD1544QWpDjSbzXz44YfMnDmzXofHbrdz9OhRJk6ciIuLC3369OGVV17B19eX6Ojo+4qwqctLp06dmDdvHn5+fnTp0kW6Lo8cOSJ9LzQ0lEWLFuHq6oqfn1+9Y3h7e3P9+nUUCgXZ2dl4eXmRkpKCs7Mza9eu5ezZs0ydOhWj0QjAkiVLqKqqIigoiNTUVJRKJW5ubjz11FP17le4HTGya9cupk+ffl/5EwRBeBg12qYodeubAGmEtLHXJN0PmUzGrVu3KCsrw2azYbPZOHfuHGPGjGHkyJG4ublx/vz5er9RKpV0796dzp0712ukJSYmMnLkSI4dOyZ1AAIDAxk4cCC+vr4UFhbWO06TJk3o2LEjAwcO5NKlS9jtduRyOUlJSQwYMOCuB839cjgcWCwWWrRoQVlZmfTQ7tatGxMmTGDu3LmEhYVx+PBhgoODmTt3Li+//DJTp05l48aNUrn5+fnxyiuvMGPGDKZNm8aaNWswmUxYLBYGDx7MG2+8gVqtltaYNETdqOzly5fx8fHBbDaTnp5OWFgYgwcPpmPHjpw5c6bebxQKBW3btqVv375cvXoVq9XK+fPnSU1NZdSoUbi4uHD+/HkyMjKQyWSMGTOGiRMncujQIfR6PXB7FPjYsWOkpqbywgsvcPPmTW7dusXQoUPRaDQsXLgQvV7/m4zWGgwGWrVqxYULF3B3d0er1UpreVJTUxk/fjy7du2S1nbWCQgIYMCAAdjtdulcq9VqevToQffu3aWGtkql4oknnmDAgAHk5OTUmyGSy+XExsYyePBg9Ho9BoMBuN047969OwkJCXed71/DbDYTERFBeno6Hh4eOBwO7HY7LVq04PXXX2fQoEH1Rtvr1gPNnDmTadOm8cknn0gN6m7duvH666/TunVrjh07Js0GvfLKK0yYMIETJ05IeXI4HNKgzBtvvEFVVRVVVVUAnDhxgsDAQCkU8EHp9Xo8PT1JT0+nXbt20lrh4uJiKZwLkEJXZ8yYcc/QtPPnzxMWFiaFazocDgwGAwsWLGD48OH11u42Fr1eT7t27cjMzMTNzQ2dTofD4eD06dPMmDGDOXPmsG/fPunc1bly5QqJiYkNHoD7T7JYLLi7u0sdnKqqKhwOB1arlc6dO/P666/z5JNPcvDgQek3ZrMZg8HA7NmzmTBhAt999x02m43y8nKmTZvG3LlzycvLk9ZAJiUlMXfuXKKiorh48aJ0HLvdTmRkJHPmzGHQoEEcO3ZM+reNGzeSkJDwQGsh7XY7QUFBnDx5kjZt2kgdlZ9y48YNpk6dyty5cykuLpbWg1+5cgUPD496g4Xnzp3Dz8+P6OjoesfQ6XRUVVURGxsrhd5OnjyZsWPHUllZSXZ29n3lxWazoVaruXbtGlarlZqamnt+79KlSwwbNowRI0ZQWFgoPYcABgwYwKlTp/jkk09QKpVS6KtKpaJr16507dqVbdu24eTkxKxZs5g4cSKzZ8/m+PHjFBcX/2z69u/fT3h4uBQyLQiC8DhotA5dcHAwp06dwmQykZaWRrNmzR44/Kkx3Lp1S1rnU1JSgs1mQ6vVkpCQQFhYGFFRUVy/fh2TyYTZbCYrK4u0tDSCgoJITk5m3759VFRUsGHDBtzd3WnZsiVqtVpaj6TRaIiMjCQiIoKioiKMRiO1tbXk5uZy8OBBfH19SUpKorq6GpvNxo4dO3B1dSUuLg6NRnPPMK37UVJSQlFREQaDgfz8fBwOB/n5+VitVpRKpbQpRkVFBYWFhSiVSlQqFQ6HQ9rYQKPRcPPmzXr/5uHhgaenJ0qlUlq0fz/Ky8upra3Fzc2NgoICLBYL+fn5hIWFERwcTFRUFAUFBdhsNgwGAzabjT179kiNk5s3b2Iyme4qu+zsbAoLC2nRogVhYWG0bt0ai8WCTqejrKyMiooK6XxHRUXh6+tLRUUFt27dYuDAgbz77rvExMTg5eXVKOVwJ4PBQEFBAXa7XerIVVRUEBAQQHh4OAkJCcjlcqqqqqitrcVsNksNzsjISOLj47lx4wbnzp0jLS2NwMBAOnfuzI0bN6iuruaHH37A09OTFi1aoNFosNvt0mY2mzZtQiaTER0djVwuR6vVcu3aNTIzMwkKCqJFixacOnWqwXmqrKyUNj66efMmcHsgoG7zjLpZAYvFIoUlJyYmolQqpc1QXFxcaNasmXRN1f0mLi6OsLAwaaOLuk1Jqqur8fHxwd3dXfpN3aCFnU0TeAAAIABJREFUXq9n37590gx4Y5VbTk6OtPGEVqslPz+frKwsXnnlFVavXi3NYms0GubPn8/bb7/Njz/+yNKlS9Fqtej1empqajhx4gTTpk3jxIkT/O1vfyMzMxNvb2/ef/99/vKXv3D16lV2797dKOmG2zOidZve5OXlYTAY8PPzo3Xr1tJ5rSuHuk2RLBaLtK7u16jbPOTO0Mb/BIvFQkFBAU2bNkWr1UqbsTRr1kyqm+qupboIkYiICGJjY6V/dzgcBAQE1KvPZDIZDoeD1q1b4+XlhUqlkuo5o9GIXq8nPDxcOndyuVzKe3FxMZs3b6Zz584PnLe6+jovLw+tVnvXd+x2O1qtFl9f33plWZd+q9XKkSNHSE1NldJvMpk4dOgQL730klTXmEwmALZv3058fDzOzs7odDrgduRNRESE9Dy7H1arVSonvV4vbYTy73mprq6Wnp3Ozs7SDKvdbsdgMDB58mTefvttfHx8CA0NpaCggNOnTxMYGEhSUhJ79uzBYDBw7do1qewVCoW0oc+9nq0ajYZdu3YxfPjwh2LAWRAEobE02jZk8fHx+Pn5MX/+fPR6PdOmTXsoKsw+ffpgtVpxOBz07t0blUpF69at+cc//oGzszNWq5Vp06axa9cuEhMT8fDwYOPGjWzfvh2TycSsWbNwd3ensrKSBQsWIJPJCA8PJygoiMrKSpYuXSrt6DZhwgTOnTtHcXExffv2Zf369Rw7dgybzUb37t1RKpUYjUZp7UZ0dPR9d5DuJJPJeOqpp/D09OTEiROMGjUKmUyGu7s7CxcuxNPTE6vVKoXcrF69mhMnTqDRaBg5ciSFhYV88cUXvPbaa5w+fZoTJ06g1WoZN24c7u7uvPXWW3z++ec4Ozvj7u5OREREg9PYtm1bmjRpwvHjxxk5ciROTk507NiRlStXcvbsWQwGA8OHD6eoqIj09HT69OlDeXk5H3zwAQ6Hg/bt29OkSRNatWrFwoULcXZ2xmazMX36dORyOceOHWP+/PmYTCbatm2LXC7nL3/5C3/5y18IDw9n/vz5wO11lZGRkVRUVLB06VJcXFxwcXFh0qRJD1wO/y4wMJDx48dTWFjIpEmTCAoKwsfHhwMHDjB//nysVivt2rXDzc2N999/n3nz5uHp6cmHH36Is7MzFouFgQMHYrPZ+Pzzz9m5cyd6vZ5hw4bRtGlTSktLef/997Hb7bRp0walUsk333zD4MGDUavVLFq0CKVSia+vL97e3shkMr777ju2bNmC2Wxm1KhRDc5TcnIyM2bMYMOGDTz33HPIZDLatGnDsmXLuHDhAjqdjilTpkhrU7t27Yparea9997DbDYzY8YM3N3deeGFF/jyyy9Rq9XodDpeffVV3NzcOHfunFSHjBw5Eo1Gw1dffcX06dMZMWIEn376KQqFgrCwMLy8vLh69SqRkZGNOsMaGBjIlClTcDgcvPDCC6hUKkJCQmjVqhVwe3OWgIAAfHx8mD17Ng6Hg4KCArZt28bEiRPZunUr3t7e9OzZk27duuFwOPjggw+YNGkSgYGBvPfeewDk5+ezaNEievbs2Whpj4iI4IUXXqCqqooXXniB5s2bY7PZiImJ4Z133sFms9G1a1dkMhnz5s3jgw8+4OTJkzg7O//qELuqqir+8Y9/8Nprr/1HB+3c3d0ZOnQoJpOJ2NhYUlJSUCgUPP/886xatQo3NzdqamqYM2cOO3bsICQkhF69evHxxx8zf/58qqurGT9+POHh4fTv358FCxZgs9lo06YNnp6e9OjRgxUrVnDkyBHsdjtTp07l3Llz6HQ6OnXqxLFjx1iwYAFGo5HRo0djt9vZsWMHs2bNeuDdEps0acKLL75ITk4O06dPv+cAU1lZGV9//TUzZ85k4sSJLFiwALg9EOLn50dpaSl2u53AwEDpNwUFBXh6euLr6wvAsmXL6Nu3L/7+/uzatYuPPvoIuF0vxsXFMX/+fKlT3JD1tf+elyFDhmA0GomMjKR9+/Z3fUcul9OmTRsWLVqEXC6nWbNmNGvWjC1bttC9e3cqKir48ssvUalUhIaGEhAQQG1tLcePH+fHH3/EbDbz6quvSvXHO++8g0qlIiUlBQ8PD+bNm8dbb70l5bvO+fPn6dy5828ygCcIgvDfJNPpdI06zFq3nfDD0Jn7JXXbnFutVpYsWcJLL71Ubzvvf5+RqgsJuXMXPbvdjtlsrtewcTgcUv7vdT4sFgt2u/2+t4VuKI1GQ9OmTe/aglutVkv5uzPNddu035nPuhlMd3f3Rk9fTU0N7u7uyGQyTp06hVarlRq5ZrMZ4K6NFurK7k4mkwmVSlVva/i6PN2r7Opmke5n4f+DMpvN0gh7Tk4O33zzDa+//jpw72sKkF6jcSej0XjXluZ1rFYrVqv1ruPodLoGv7Lg16iursbNzQ2lUsnmzZsJDw+XGoVarRalUlkvLVarFb1ef9c249XV1Xh6ekpl9+/3k8PhaNSt/hvbnel9mNS93sLJyYnMzEw2bNjAH//4x/s61sOWR5vNhk6nk66lP/zhD8yZM0daS1dTU3PX6zTqXhtyZ91itVqpqqrCx8fnrvzVvWrCy8ur0V/J8GucPn2ay5cvM3HiROD2fVz3Gplf65fKzWazSVv8/ydYLBZsNpuUh1WrVklLIYxGI2az+a76+c66s47RaMThcEj148N2fQqCIPwW1Gq1VNE1eofuUWSxWLh48SJt2rQRD4H/suvXr6NWq+uNMj/uCgsLqa6uvmsnxEfZhQsXiIqK+k0GAIQHl5ubi8FgaNSNmR4WdrudzZs3S7ulPi7S09Np0qTJfUVIPCpOnjwpvVJDEARB+HmiQ3cPYkTv4fB/tRwet3w/bvl53Dzu5VO3AdXj5HEvM3g8y00QBOG3cmeHTtSc/7/H/UH5qPi/Wg6PW74ft/w8bh738nkcOwWPe5nB41lugiAI/wmi9hQEQRAEQRAEQXhE/eLK7rpFy4IgCIIgCI8zmUz2H9sURhAEobGIGTpBEARBEARBEIRHlOjQCYIgCIIgCIIgPKJEh04QBEEQBEEQBOER9dB36BwOB7W1tdjt9kY/tslkwuG491sbzGbzXWsH617UfKe6l0A35G9Yrdaf/c1vwWw2o9Pp7vv3VqtVejn3b81sNv9kudhstnueO51O9x9L38PEaDT+5BpXi8WCyWS663OtVvubpeWnyqAuLXeWq91uR6/X3/VdnU73s3l6kOu4MdwrnyaT6SfvaZvNhsFguOuz36oc9Hr9T6bFbDbflRb4fy9mvpPFYvnJetdms911DupeFP8oM5lMP3ntWa3We95PtbW1v3Wy7pkWg8Hwk/VknbqXc9+LzWZDr9ff8578pePeb3rvZLfb73kt1vm5e+pODW0jPOrXqCAIwr384qYoP8dms5Gbm8uqVavo3Lkzffr04fLly3z66aeMGDGC3r17N+h4NTU17Nq1i0uXLvHnP/+ZsrIyFi9ejMlkolmzZrz66qs4OTn96uPduHGD48ePM3LkSAC+/PJLunbtitlsZsWKFQAEBwczffp0XFxcgNuN3TVr1pCZmYmTkxMvvvgi0dHR7Ny5k507dyKTyXjqqacYPnw4t27d4rPPPqO2tpaQkBBefPFFPDw8gNsPsC+++ILLly+jVCoZO3YsycnJHD58mC1btmC32+nevTvPPvtsg87Rz1m3bh0+Pj707NkTrVbLt99+y/jx4zl37hwbNmzAYrHQs2dPBg4cyN///ndu3bqFxWKhrKyMDRs2UF1dzfz586XGXd3/v3XrFuvXr8disZCSksLo0aOl83U/9Ho9K1euZNiwYQQGBlJaWsrmzZsZM2YM33zzDRcuXECpVDJ06FA6deokbWWdmZnJF198gV6vJzExkbFjx2K321m3bh0XL17Ezc2NKVOmEBgYyLlz51i+fDnTpk0jJSUFuN1ATUtLY9myZfztb3/Dw8ODkydP8u233zJr1ixiYmIapRwak8Vi4fPPP6dTp04kJSWh0Wj4/vvvee655zh58iRbtmxBoVAwZswYkpKSpK3Ns7KyWL58OTqdjv79+9O3b1+qq6v54osvKCgoICEhgRdeeKFBi//1ej2rVq1izJgxeHh48OOPPwLQqVMnVq9ezbVr13BxcWHatGnSy48tFgvbtm3j0KFDWCwWhg4dSo8ePSgpKWHx4sVUV1fj4eHBrFmzaNq0KV9++SXp6elYLBZefPFFWrVqJeUpLS2Nr7/+GpPJRLt27Rg5ciRz584FbtdFCoWCBQsWoFarH/i8f/PNN6SkpBAZGSnVcbNnz2bt2rVkZmYCMGvWLMLCwli7di1nzpzBarUyfvx4OnToIKU5JyeHpUuXYjQaCQoKYsaMGRiNRhYtWkR1dTWenp688soreHl5/eq03bhxg7Vr1zJ37lycnZ3Zs2cParWadu3a8e2333Ly5EmcnJwYO3YsSUlJ0u8OHjzIli1bsNls9OnTh/79+0vXicViITAwkBkzZmA2m1m2bBk3b97E2dmZyZMnExcXB9xuhO/du5ctW7agUqlITExk3LhxFBQUsHTpUkwmE2FhYfzud7+jadOmD1wOjWH58uUkJSXRtm1bCgsL2bZtG1OmTLnrNQCnT59m/fr12O12Ro4cSfv27aW6p6ioiE8//ZSamhq6devG4MGDMRqNrFmzhuvXrxMVFcWECRNwd3dvUNqMRiNfffUVffv2JSQkhLKyMtatW8fzzz9PWloaGzZs4OOPP5buU6vVyt69e9m1axdWq5W+ffuSlJTEZ599Rk1NDQaDgfLyctatW8e//vUvzp07B8CMGTOkMnQ4HFy6dImlS5eiUqmIjY3lxRdf5NatWyxevBiz2YyHhwdz5szBzc3tV+fl+vXrHD58mNTUVORyOd988w0hISEEBASwbNkyjEYjISEhTJs2DaVSyZIlS8jOzpaenZ6ensDta2znzp3s27cPi8XC4MGD6d69O3K5HI1Gw1tvvUXnzp157rnnKCwsZPHixVgsFnx8fJg9e7bURtDr9Rw4cIC1a9fy/vvvExgYyLp16zhz5gxeXl5MnDiR4ODgBpWXIAjCw0rxxz/+cd7PfcFut//kaJ1Wq+XAgQOEhISgUqkICQnh5MmTuLm50axZM6KiohqUmOPHj2Oz2bDZbKSkpJCTk0NycjKjR4/m7NmzNG/enGbNmv3q43l4eHDixAm8vLwoLi7m5s2b9OjRgx07djB8+HBGjhzJvn37CA4OxsfHB4CKigqcnZ2ZNGkSTZo04ciRIyQnJ3Px4kVeeuklevbsyUcffUSfPn3IzMykU6dOPP/881y9ehUPDw+aN28O3J5lqKqqYurUqbRo0YKjR4+SnJzMzZs3GTFiBF26dOHIkSO0b9++Qefo54SEhPD9998THx/P0aNHcXNzo0WLFmRkZDBixAi6devGgQMH6NSpEx06dKBv377ExMTg4uJCmzZtcHJyokePHvTt25fo6GiKioro168fb7/9NrNnz2bUqFEcOnSI8PBwqeN6P5RKJSqVijVr1pCSksKCBQvo27cvnp6erFmzhg8++ICnnnqKHTt2kJKSgkKhAODKlSv07t2bkSNHcubMGUJDQ8nLy8NsNvPyyy/TokULbDYbdrudjIwMXF1dCQkJITAwEIDS0lJOnz6Nw+EgJSWF8vJyCgsLUSqVREdHN+ja+k9RKBT4+fnx9ddf06ZNG9asWUNsbCwRERGsWbOGV199lZSUFA4dOkRSUpLUAF27di3PPvsso0aNYv/+/cTFxXHx4kW8vb2ZMmUK6enpuLi4SNfrr6FSqSgvL6e4uBhvb292797N8OHDOX/+PM7OzkyfPp0WLVqg0+mk4968eZMLFy4we/ZsOnfuTHl5OSEhIXz66ac888wzjBs3jubNm+Pi4sK1a9coKiri1VdfpUOHDpjNZnx8fJDJZFitVhYtWsTvf/97hg4dilwup1mzZvTr14++ffvSsmVLdDpdvevlQW3dupXk5GTWrVvHoEGDUCgUaLVaXn75ZZo2bcq+ffto2bIlFy5c4LXXXiMhIYGVK1fSp08fqRyOHDlCr169GD16ND/++COhoaEUFRURHR3NpEmTyM/PR6lUEhQU9KvT5e7uztWrV6mursbFxYX169czZMgQSktLycjI4NVXX6Vt27ZYrVapXrNaraxfv55Zs2bRu3dvbDYbfn5+7N+/n65duzJu3DhOnTqFr68vpaWllJaW8tZbb+Hu7s7evXvp1KkTcHvW5OOPP+add96hf//+LFq0iKeeeoqPPvqI1NRUxo0bR15eHtXV1URERDwU704LDAxk586dJCUlsWvXLuLj4wkJCan3HZvNxieffMIrr7xCr1692L17N4mJiVLnYPXq1fTq1YvU1FSOHTtGUFAQ+fn5mM1mXnnlFQoLCzEajQ3uICgUCpycnPj000/p0KEDixYtokePHphMJnJzc3E4HHTs2BGl8vbYa0VFBceOHWP27Nl07dqVmpoa4uPj6datG3369MHV1ZXY2FgCAwOprKxkxowZ+Pn5sWnTJrp37w7cfqafPHmS8ePH88wzz7B48WI6duzItWvX6NChA2PGjGHfvn34+/vj7+//q/Pi5ubG4cOHpZm3rVu3SgNPTz/9tHQPhIWFkZWVhVarZe7cueh0OkpKSoiMjASgpKSErVu38tprr/H0009jMpnw9fXFarWycuVKEhMTsdvtJCYmkpWVRdu2bRk1ahSnTp3C399fqsdzc3OpqamhrKyM9u3bo9VqOXHiBG+88QZubm5kZGQQHx9/Vz5kMpl0vgVBEB5m8+fP/2vdfz9QyGXTpk15/vnnCQ8PB8DFxYVhw4bh5+d3X8fr3r07PXr0kGZ/nnjiCVq2bInJZEKj0RAQENCg48lkMrp06cL69evZtWsX3bt3R6lU0rJlS9asWcOWLVswmUzSbAJAQEAA7dq1Iy0tje3bt9O7d29cXFwYPXo0JSUlrFu3jvbt26NWq+ncuTNeXl4cPHiQS5cuSR0HuN3o6tmzJxkZGaxbt474+HjkcjmdOnWioqKC3bt3P1Cn6F6aNm1Ku3bt2LhxI9988w1du3YFoHfv3vj6+qLX63F1dUUmk6FSqVAqlZw7d44OHToAt1/qqlKpkMvlrF+/npEjR+Ls7MzYsWPZtGkTmzZtQqvVSo3E+yWTyUhOTiYkJIR//vOfBAcHk5ycjIeHBxEREWzatIkVK1YQFRWFSqWSftelSxeUSiV79uyhrKwMT09PCgsLuXbtGsOGDWPVqlX4+PjQvHlzBg8eLI341gkICGDMmDFS+qOjoxk0aNBDM5PwU0JCQnjiiSdYvnw5165do3PnzlRWVkqdmmbNmuFwOKSQI4fDQU5ODkFBQbi4uODi4iKN3IeHh+Pk5ERkZCTZ2dkNTkv79u3ZuXMnW7ZsoXXr1ri6ulJaWkpZWRnDhg1j2bJlREdHS9+vrKzEbrczbdo03nzzTaKjozEajZSVlXH27FmGDRvGkSNH8PX1JT09HaPRyOTJk/nwww/rzVpVVVVRVlbGJ598wrBhw6ioqMDJyQmVSoVCoWDTpk08+eST9a6XB9GiRQsA1qxZg6urK/Hx8QQFBTF48GAUCgV5eXnExMTg5eXFSy+9hJOTE7m5uURGRtbrUA4aNIi4uDiMRiM5OTl4e3vTvn17OnTogN1uJy8v767r9JcolUomT57M6dOn+Z//+R9GjhyJp6cn2dnZlJWVkZqayt///vd613VdGb355ptMmTIFu92OTCYjNjaW77//nm3btlFVVUVUVBTh4eGcP3+eLVu2sGHDBrp16yYdx8XFhS5durBixQrWrl1LREQEvr6+mEwmXFxckMlk2O12SktLH7AEGo+vry9eXl788MMPXL58maSkJOl+qftfZWUlRqMRf39/PDw8UKvVUrifw+Hg4sWLRERE4OzsjI+PDzU1NRQWFhIeHo5CoSAiIoLCwsIGp00mk9GyZUsSExP55z//ibe3N08++SStWrVi2LBhd9VNWq0WnU7Hyy+/zKuvvkrz5s1RKBSoVCpsNhvXr19n4MCB+Pr6SoMQRUVF9TouCoWCIUOG4OvrS2VlJSaTCW9vb3r16kWrVq0wmUxkZmbi6+vboLw4OTkxYcIEli9fzooVK5g9ezZubm4MHjxYugfy8vLw9vbm4sWLxMfH4+TkREJCAsXFxdJxcnNzkclkzJkzh1mzZuHk5IRcLufGjRuo1Wo6duwofTclJYX4+HgMBgMajaZeBzQmJoY+ffpIs5vZ2dmEhYXh6upKWFjYbxbyLAiC8N/w0K+hs1qtbNu2jZSUlAaHswBoNBquXLnC1atXKS8vx2azUV1djY+PD2azGXd393oPE7g9gpmbm0tQUBAlJSXS52VlZdhsNlQqlbSWora2loKCAumhcieLxUJhYSGurq5YrVYcDgcOh4OioiJqa2sb/V03NpuNkpIS9u7dS3h4+F1pX7t2LT169JA+KyoqIjc3V+qQ18nOzsbT05P4+HgsFguZmZl4eXlhs9nw8PBolAdhUVERLi4uHDx4kICAAG7duiU1/h0OB25ubphMprvW6VRWVlJYWEhQUBAWi4XS0lLc3d35+uuvSUpKYvfu3Q+ctodNdXU1Wq2WI0eOkJiYSGFh4V1ree5cP+JwOLBYLNIsUV1jz2q1SjMmCoXivtZx1nWktm7dik6nw+FwoNPp0Ov1rFmzhnbt2rFkyRLp+2azmSNHjvD+++8zbdo0/vznP2MwGNDr9fj7+/PFF19gMBg4evQoGo2G/Px8Fi1axDPPPMO2bdukfBkMBnQ6HWPHjmXVqlWcOXOGqqoqADIyMigrKyMhIaHB+fkplZWVBAQEsHXrVkwmU70OytmzZ9FqtfTr10/67MqVK5w5c4bU1NS7jqXValm9ejW/+93vpJlLg8HAmjVraNWqVb0BpV/r/Pnz0vVfW1uLwWCgsrISm83G4sWLGThwYL17QavVotfreeONN3jnnXf48ccfcTgcVFVV4e3tjcFgwN3dncLCQsrLy4mMjMRgMBASEkJ+fn69ctBqtXh4eCCXy1Gr1Wg0GqZMmcKGDRtYs2YN+fn5Dc7Pb8lisWA0Glm9ejUeHh5UVVWh0+lYu3YtX331FYcPH5buhbr7o66urvtvs9lc736y2+1YrVap8y6Tye57DW9dHXbo0CG8vLy4efPmT37XbDZz6tQp3n33XebMmcPHH38spT07Oxtvb+964fBXrlyhoKCAoUOH3nUsg8HAd999x5tvvomrqytwewZ2/fr1vPjiiw2aNYbb5ykjIwNPT0+qqqq4cuWKtOZcq9XyxRdfMGnSJHx9fTGbzfXO3Z1RQLW1tRQVFfH2228zZ84cdu3ahclk4vDhw9Is453frwvr7tChw8+2EUwmkzTgUzfwIAiC8Lh4qDt0drudzZs3U15eTp8+fe7rGHWhMDqdjps3b2K1Wrl+/ToTJ07kueeeIyEhgcOHD9f7fkVFBcOGDePZZ59l6dKlVFZWcu7cOTp27Mjvfvc7ioqKKCoqYt++ffj5+TF+/HgiIiLIyMiQjnPz5k1u3bpF//79SU1NJT09HavVysWLF+nYsSPjxo0jOzu7UTfysNvt5OTkALfXI9Y1Qmtra/nwww/p168fsbGx0ndXr17N008/TZMmTeod5+zZs/Ts2RO5XE5VVRVbt25l4sSJjBkzBj8/P/Ly8h44rRqNRkprdnY2Go2Gy5cv4+bmxtixY5k0aRIlJSUYjUbpN4cOHSI6OpoJEybg7OxMUVERfn5+REVF4eHhQVxcHJWVlQ+ctoeNXq8nMzMTk8lETU0NFRUV+Pn5odfrMRqNUketrsEpl8vx8/OjpqYGh8OByWTC1dUVNzc3NBoNDoeD0tLSBjfY4Hbjs6ioCLvdLjU8PTw8eOKJJ/D29qZly5b1Zv6aNGlCly5dCAgIIC4ujrKyMinMrE2bNvj4+NC+fXsqKioICgoiMTERX19fWrduXW9TDi8vL5o2bUpERAQ+Pj74+PhgsVgwm81s2bKFqVOnNmh97S+pra2lpKQEm81GTk4ONTU1AOTn57Nx40ZGjBgh/b3a2lo2btzIuHHj7rkW7ocffiA6OpouXbpIn+3duxd3d3cGDRp0X+FdOTk51NbWotVquXbtGhaLhaCgIAIDA/Hx8SE6Orpep9/f3x8/Pz/pO3WN6YyMDEaPHs3o0aNJTk5m7969pKWl0a1bN8aMGcOkSZPYvn27NFhVWlpKSUkJkydPJjU1laZNm5KVlUVAQABTp07l2WefpWPHjg1aE/hbs1qt0qBdeXk5Go0GV1dX+vbtS//+/XniiSekWca6QQqz2Sw1/uVyOeHh4dIAQk1NDWq1mmbNmlFRUYHD4aCysvK+Ixc0Gg1ZWVnA7dmpn6vDXF1d6dixI4GBgURFRaHX66WNXL7++mvatWsn1QOFhYV89tlnDB069K57w263s3LlSiIjI+uts9yxYwdNmzalV69eDc6Hw+EgKysLmUyG2Wzm0qVL0v27ZcsW4uLi6Ny5MwAREREUFRUBt6+pO6NV/Pz88PT0JCgoiMjISFxdXamsrGTr1q389a9/5c0332Tjxo2cP38eu93Od999h0aj+cU1+yEhIRQWFmK329FqtY02my8IgvAweKA1dHVu3bqFTqeTQq2uXr2Ks7Nzg9fQwe0RyPT0dJKSkrh8+TKLFy+mX79+FBUVoVQqGxweFxoaisPhICYmhkGDBuHs7Ex2djZZWVnU1tZy5MgRevToQWFhIVarFaPRyLfffotCoeDcuXOEhoaSnJzMkiVLsNvt5Ofnc+PGDZ5++mnS0tK4ePEiZrOZs2fPkpKSQklJCVevXiUgIIDPP/8cJycnrly5gouLCy1btpRCm4qLi6mqqpLWpjQGuVxOQkICOTk5TJ06lZiYGFQqFf/6178wm834+fmRn59PeHg42dnuvw50AAAJAUlEQVTZnD59mrFjxyKXy9m+fTsOhwOFQsHevXulUBUnJyfS0tIwmUxUVFRw4cIFOnbs+MDhoh4eHsTGxmIwGJg0aRKBgYG4uLiwa9cunJ2duXr1KlqtlpSUFE6cOCGth8zOzkav15ORkUG7du3w9/dn3759ODs7c/jwYSmUE+DixYv4+vqiVqv5/vvviY2NRS6Xc/bsWeLj46UF/2lpaYSEhDyUa+jgdiMuLi6OkpISpk+fTlBQkNShLSoq4sqVK3h5eREfH8+2bdvw9fXFycmJM2fOoNFoqKiooF27dri4uPDjjz9it9u5dOkSAwYMaPAssY+PD+Hh4RQWFvLyyy/j6uqKSqVi586dKBQKDhw4QJcuXVCpVGRlZREeHs6xY8ew2WycPn1aCu1SKpUcOHAAm83Gli1bpHVwO3bsQKVScejQIYKCgvD392fLli0kJiai0WgoKCigsrKS3Nxc2rdvT3FxMUVFRQ3egOmXqNVqEhISuHz5Mi+99BIRERFUVlbyhz/8gQ4dOmCxWCgpKcHT05PXXnsNT09P3N3dKS0txdfXlyVLlhAQEMCpU6fYvHkzrVu3pqioCFdXV3Jzc1m+fDnJycmUlJSgUqnuq15zdXUlPDycYcOG4e7ujq+vLwcOHEAmk3HmzBkCAwOlDYIiIiLIysqiqqqK3NxcLBYLbdq0oaCggIyMDAwGA0eOHKFr167S+kgnJyeOHj1K06ZNiY2NZdmyZXTq1ImjR49iNBopKirixIkT9OnTh+PHj3P27Fnsdjv79+9n4MCBD00os0KhICEhgVOnTvHaa69Ja77VajVqtRpnZ2cUCgW1tbXcuHGDrKws5HI5SUlJ/Otf/yIsLAxvb28OHTqEXq/nxo0bdO7cGQ8PD/bs2YNSqeT06dP06tWrQZuI1HF3dychIQGdTse4ceMIDw9HqVRis9k4d+6cVE4lJSX4+/uTlpaGwWAgLS0NlUpFjx49OHXqFAUFBQwePFgaiJs3bx5t2rQBbg9E+Pv7s3z5ciIjI9m1axffffcdnTp1oqCgADc3N86ePcvKlStp3749t27dwsnJqUFRMTKZjMjISPz8/PD392f48OGo1Wp2797N9u3bSUxM5NatWzRp0oTIyEg2b96MTCbj4MGD9OjRQ1q7GRsby+nTpzGbzVy9ehWbzUa7du0YMGAA/fr1Izk5GVdXV3r37s3FixdZsmQJffv2ldoIWVlZ5OXlSesZ9+/fT9u2bQkNDZVmY48ePUqbNm3uuYxDrKETBOFRcecaOplOp/vZ3prFYvnJbZzraDQaTCaTFE5UVFSESqVqcAx+3d+7desWwcHBlJWVUVBQIP1bSEjIfa3Pq6ioAJAa7FqtluvXr6PVagkICCAsLIzly5fz/PPP4+7uTn5+PkVFRajVauLj43F2dqa8vJwbN27gcDiIiIigefPmmM1mMjIyqK2txd/fn7CwMKqqqqRQpYKCAgoKCmjSpAnR0dG4u7tTWVlJVlYWdrudqKio+zpHP8fhcJCfn09AQIA0KpuZmVlva+22bdtSXl6O2WyW1v1lZ2fj5eWFQqGgqqqKsLAwKfyopqaGzMxMrFYrQUFBBAcHS6PAD8JqtVJeXk7z5s2l4+Xn51NQUIBKpSI6OhovLy/effddZs6ciZOTExkZGej1ekJCQggODsbhcJCbm0tOTg7+/v7ExcVJI68FBQW4u7vj7OxMXl4e0dHRKBQK8vPz8fPzk0KTCgoK8PLyuq/G2H9K3SzDnZsuaDQaaXOTuLg41Go1WVlZBAcHI5PJSE9PR6/XEx8fj7e3Nzabjby8PAoKCoiMjCQkJOS+Nq3Q6/WUl5cTGhoKIB03Pz9fmqXbs2cPbm5udOrUiZKSEq5du4azszOtWrWiSZMm0r1TVVUlzTbI5XLy8vK4ceMGXl5e0q58dWVnMBikHTBjY2Np3rw5VVVVmM3mBm3e0BB1DWEnJydqamqkexduh97FxMSQkZEhfebs7ExcXByXL18mOjqa4uJiaXZPJpMRHh6OwWCoF+YdGhraoM1p6tTW1mI2m6V6zeFwUFBQQFZWFl5eXrRo0YLi4mJOnjzJ6NGjqays5OrVqygUClq0aIGXlxd6vZ7r169TU1ODn58f0dHR2O12bty4QVlZmTSY4HA4yMzM5IknnqCyspKcnBwsFgshISFS+PPly5fR6/WEhYXd97X1W7Hb7Vy/fp3IyMifnJnRarXSrsRxcXG4ublx5coVoqKiUCqVpKenU1tbS2xsLL6+vtIsdXZ2NhEREYSGht73hjx16w59fHykzoTNZqOgoICQkBB2795NUFAQrVq1ory8nKtXr0q7jNY9s1xdXaXniU6n4/r16/Ves5OUlMSVK1ekDa80Go30b9HR0VRVVUnPSrj/61Kn02EwGKQZyzufPzKZjIiICLy9vcnNzSU/P5+goCDCw8NZuXIlbdq0ISUlhdLSUq5evYqrqystWrSoNzhQF14cGBhISUlJvRDV0NBQ7HY7NptNikDIzMyUBkCKi4vJzMzEz8+PyMjIe87qy2SyRl8OIQiC8FtQq9XSg7ZROnSPOpPJxM6dOxk0aFCjdFSExmM2m1myZAkzZ858qBqIwk9zOBxs376dDh06PLSznv9X1G1bXzdTIzya9u3bR6tWrRp9APBh8s477zBz5swGbxLU2ESHThCER4Xo0P2buk0kVCqV6DQ8ZOx2OxaLRTxgHyF195NSqRQDJP9lFotFhJA9Bsxm82N/P925C/N/k+jQCYLwqBAdOkEQBEEQhH8jOnSCIDwq7uzQPb7DfYIgCIIgCIIgCI+5X4zDUSqV973QWxAEQRAEQRAEQfjt/GKHTiaT/ddj2gVBEARBEARBEIS7iZBLQRAEQRAEQRCER5To0AmCIAiCIAiCIDyiRIdOEARBEARBEAThESU6dIIgCIIgCIIgCI8o0aETBEEQBEEQBEF4RIkOnSAIgiAIgiAIwiNKdOgEQRAEQRAEQRAeUaJDJwiCIAiCIAiC8IgSHTpBEARBEARBEIRHlOjQCYIgCIIgCIIgPKKUMplsxH87EYIgCIIgCIIgCELD/X98uOIdMLZnmAAAAABJRU5ErkJggg=="
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 房贷还款计算器\n",
    "\n",
    "用于对房贷还款计划做决策。对比还款前后总支付金额。同时对比将资金用于其他投资产生的收益情况。\n",
    "\n",
    "投资有风险，决策须谨慎，投资收益的计算结果是假设无风险且收益率可保证在设置的最低水平，且可以至少持续到贷款结束的时间。\n",
    "\n",
    "## 基础知识\n",
    "\n",
    "### 机会成本\n",
    "\n",
    "机会成本是指在做出某种选择后，次优选项所带来的损失。\n",
    "\n",
    "### 复利\n",
    "\n",
    "复利的计算方法是：\n",
    "\n",
    "$$\n",
    "F = P \\times (1 + r)^n\n",
    "$$\n",
    "\n",
    "其中，$F$ 是最终金额，$P$ 是本金，$r$ 是利率，$n$ 是计息期数。如果 $r$ 是年利率，则期数$n$是计息年数。\n",
    "\n",
    "## 结论说明\n",
    "\n",
    "结论符合人的直觉。也就是你的投资收益能超过银行则不用考虑提前还款，否则应该提前还款。\n",
    "\n",
    "除此之外还有一些有趣的结论。如果你没有把提前还款省下来的钱继续用于投资，你的投资收益只需要银行利息的一半左右，就可以补足未提前还款而多付的利息。\n",
    "\n",
    "比如下面这个例子，银行利率 4%，你只需要把准备提前还款的钱放在 2.2% 的投资中，就可以获得444.46的利息，超过了提前还款省下来的433.33，从这个角度来说你可以不考虑提前还款。但是如果你提前还款且足够自律，把每月省下来的钱定投在 2.2% 的投资中，你最终将获得更多的收益（642.1）。\n",
    "\n",
    "![image.png](attachment:image.png)\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "## 贷款信息设置"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from IPython.display import Markdown\n",
    "\n",
    "\n",
    "# 贷款剩余本金\n",
    "principal_before = 100000\n",
    "# 贷款年利率\n",
    "rate_year = 4/100\n",
    "# 贷款剩余期数\n",
    "term = 12\n",
    "\n",
    "# 提前还款的本金\n",
    "return_amount = 20000\n",
    "# 提前还款支付的手续费、利息\n",
    "return_intrest = 0\n",
    "\n",
    "# 投资年收益（机会成本）\n",
    "invest_intrest_year = 4/100\n",
    "\n",
    "\n",
    "# 月利率计算\n",
    "rate_month = rate_year/12\n",
    "invest_intrest_month = invest_intrest_year/12"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 等额本金"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "<p style=\"font-size: 16px\">当前剩余贷款本金是100000， 年化利率是4.0%，12个月等额本金法支付本息之和是102166.67。</p><p style=\"font-size: 16px\">当前提前还款本金20000，还款手续费/利息0。</p><p style=\"font-size: 16px\">当前至还款结束的时间内，可以稳定获得的投资年化收益是4.0%。</p><p style=\"font-size: 16px\">如果提前还款，未来支付本息之和是101733.33，减少支付利息433.33。将每月节省的资金定投，12个月后可获得本息之和20814.83(利息381.5）。减少利息+获得利息=814.83</p><p style=\"font-size: 16px\">如果将20000用于一次性投资。12个月最终可获得的收益是814.83（复利法）。</p> "
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">\n",
       "</style>\n",
       "<table id=\"T_c0166\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_c0166_level0_col0\" class=\"col_heading level0 col0\" >月</th>\n",
       "      <th id=\"T_c0166_level0_col1\" class=\"col_heading level0 col1\" >本金(前)</th>\n",
       "      <th id=\"T_c0166_level0_col2\" class=\"col_heading level0 col2\" >利息(前)</th>\n",
       "      <th id=\"T_c0166_level0_col3\" class=\"col_heading level0 col3\" >月供(前)</th>\n",
       "      <th id=\"T_c0166_level0_col4\" class=\"col_heading level0 col4\" >剩余本金(前)</th>\n",
       "      <th id=\"T_c0166_level0_col5\" class=\"col_heading level0 col5\" >本金(后)</th>\n",
       "      <th id=\"T_c0166_level0_col6\" class=\"col_heading level0 col6\" >利息(后)</th>\n",
       "      <th id=\"T_c0166_level0_col7\" class=\"col_heading level0 col7\" >月供(后)</th>\n",
       "      <th id=\"T_c0166_level0_col8\" class=\"col_heading level0 col8\" >剩余本金(后)</th>\n",
       "      <th id=\"T_c0166_level0_col9\" class=\"col_heading level0 col9\" >月供减少</th>\n",
       "      <th id=\"T_c0166_level0_col10\" class=\"col_heading level0 col10\" >定投余额</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_c0166_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "      <td id=\"T_c0166_row0_col0\" class=\"data row0 col0\" >1</td>\n",
       "      <td id=\"T_c0166_row0_col1\" class=\"data row0 col1\" >¥8,333.33</td>\n",
       "      <td id=\"T_c0166_row0_col2\" class=\"data row0 col2\" >¥333.33</td>\n",
       "      <td id=\"T_c0166_row0_col3\" class=\"data row0 col3\" >¥8,666.67</td>\n",
       "      <td id=\"T_c0166_row0_col4\" class=\"data row0 col4\" >¥91,666.67</td>\n",
       "      <td id=\"T_c0166_row0_col5\" class=\"data row0 col5\" >¥6,666.67</td>\n",
       "      <td id=\"T_c0166_row0_col6\" class=\"data row0 col6\" >¥266.67</td>\n",
       "      <td id=\"T_c0166_row0_col7\" class=\"data row0 col7\" >¥6,933.33</td>\n",
       "      <td id=\"T_c0166_row0_col8\" class=\"data row0 col8\" >¥73,333.33</td>\n",
       "      <td id=\"T_c0166_row0_col9\" class=\"data row0 col9\" >¥1,733.33</td>\n",
       "      <td id=\"T_c0166_row0_col10\" class=\"data row0 col10\" >¥1,733.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_c0166_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "      <td id=\"T_c0166_row1_col0\" class=\"data row1 col0\" >2</td>\n",
       "      <td id=\"T_c0166_row1_col1\" class=\"data row1 col1\" >¥8,333.33</td>\n",
       "      <td id=\"T_c0166_row1_col2\" class=\"data row1 col2\" >¥305.56</td>\n",
       "      <td id=\"T_c0166_row1_col3\" class=\"data row1 col3\" >¥8,638.89</td>\n",
       "      <td id=\"T_c0166_row1_col4\" class=\"data row1 col4\" >¥83,333.33</td>\n",
       "      <td id=\"T_c0166_row1_col5\" class=\"data row1 col5\" >¥6,666.67</td>\n",
       "      <td id=\"T_c0166_row1_col6\" class=\"data row1 col6\" >¥244.44</td>\n",
       "      <td id=\"T_c0166_row1_col7\" class=\"data row1 col7\" >¥6,911.11</td>\n",
       "      <td id=\"T_c0166_row1_col8\" class=\"data row1 col8\" >¥66,666.67</td>\n",
       "      <td id=\"T_c0166_row1_col9\" class=\"data row1 col9\" >¥1,727.78</td>\n",
       "      <td id=\"T_c0166_row1_col10\" class=\"data row1 col10\" >¥3,466.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_c0166_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "      <td id=\"T_c0166_row2_col0\" class=\"data row2 col0\" >3</td>\n",
       "      <td id=\"T_c0166_row2_col1\" class=\"data row2 col1\" >¥8,333.33</td>\n",
       "      <td id=\"T_c0166_row2_col2\" class=\"data row2 col2\" >¥277.78</td>\n",
       "      <td id=\"T_c0166_row2_col3\" class=\"data row2 col3\" >¥8,611.11</td>\n",
       "      <td id=\"T_c0166_row2_col4\" class=\"data row2 col4\" >¥75,000.00</td>\n",
       "      <td id=\"T_c0166_row2_col5\" class=\"data row2 col5\" >¥6,666.67</td>\n",
       "      <td id=\"T_c0166_row2_col6\" class=\"data row2 col6\" >¥222.22</td>\n",
       "      <td id=\"T_c0166_row2_col7\" class=\"data row2 col7\" >¥6,888.89</td>\n",
       "      <td id=\"T_c0166_row2_col8\" class=\"data row2 col8\" >¥60,000.00</td>\n",
       "      <td id=\"T_c0166_row2_col9\" class=\"data row2 col9\" >¥1,722.22</td>\n",
       "      <td id=\"T_c0166_row2_col10\" class=\"data row2 col10\" >¥5,200.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_c0166_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "      <td id=\"T_c0166_row3_col0\" class=\"data row3 col0\" >4</td>\n",
       "      <td id=\"T_c0166_row3_col1\" class=\"data row3 col1\" >¥8,333.33</td>\n",
       "      <td id=\"T_c0166_row3_col2\" class=\"data row3 col2\" >¥250.00</td>\n",
       "      <td id=\"T_c0166_row3_col3\" class=\"data row3 col3\" >¥8,583.33</td>\n",
       "      <td id=\"T_c0166_row3_col4\" class=\"data row3 col4\" >¥66,666.67</td>\n",
       "      <td id=\"T_c0166_row3_col5\" class=\"data row3 col5\" >¥6,666.67</td>\n",
       "      <td id=\"T_c0166_row3_col6\" class=\"data row3 col6\" >¥200.00</td>\n",
       "      <td id=\"T_c0166_row3_col7\" class=\"data row3 col7\" >¥6,866.67</td>\n",
       "      <td id=\"T_c0166_row3_col8\" class=\"data row3 col8\" >¥53,333.33</td>\n",
       "      <td id=\"T_c0166_row3_col9\" class=\"data row3 col9\" >¥1,716.67</td>\n",
       "      <td id=\"T_c0166_row3_col10\" class=\"data row3 col10\" >¥6,934.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_c0166_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "      <td id=\"T_c0166_row4_col0\" class=\"data row4 col0\" >5</td>\n",
       "      <td id=\"T_c0166_row4_col1\" class=\"data row4 col1\" >¥8,333.33</td>\n",
       "      <td id=\"T_c0166_row4_col2\" class=\"data row4 col2\" >¥222.22</td>\n",
       "      <td id=\"T_c0166_row4_col3\" class=\"data row4 col3\" >¥8,555.56</td>\n",
       "      <td id=\"T_c0166_row4_col4\" class=\"data row4 col4\" >¥58,333.33</td>\n",
       "      <td id=\"T_c0166_row4_col5\" class=\"data row4 col5\" >¥6,666.67</td>\n",
       "      <td id=\"T_c0166_row4_col6\" class=\"data row4 col6\" >¥177.78</td>\n",
       "      <td id=\"T_c0166_row4_col7\" class=\"data row4 col7\" >¥6,844.44</td>\n",
       "      <td id=\"T_c0166_row4_col8\" class=\"data row4 col8\" >¥46,666.67</td>\n",
       "      <td id=\"T_c0166_row4_col9\" class=\"data row4 col9\" >¥1,711.11</td>\n",
       "      <td id=\"T_c0166_row4_col10\" class=\"data row4 col10\" >¥8,668.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_c0166_level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "      <td id=\"T_c0166_row5_col0\" class=\"data row5 col0\" >6</td>\n",
       "      <td id=\"T_c0166_row5_col1\" class=\"data row5 col1\" >¥8,333.33</td>\n",
       "      <td id=\"T_c0166_row5_col2\" class=\"data row5 col2\" >¥194.44</td>\n",
       "      <td id=\"T_c0166_row5_col3\" class=\"data row5 col3\" >¥8,527.78</td>\n",
       "      <td id=\"T_c0166_row5_col4\" class=\"data row5 col4\" >¥50,000.00</td>\n",
       "      <td id=\"T_c0166_row5_col5\" class=\"data row5 col5\" >¥6,666.67</td>\n",
       "      <td id=\"T_c0166_row5_col6\" class=\"data row5 col6\" >¥155.56</td>\n",
       "      <td id=\"T_c0166_row5_col7\" class=\"data row5 col7\" >¥6,822.22</td>\n",
       "      <td id=\"T_c0166_row5_col8\" class=\"data row5 col8\" >¥40,000.00</td>\n",
       "      <td id=\"T_c0166_row5_col9\" class=\"data row5 col9\" >¥1,705.56</td>\n",
       "      <td id=\"T_c0166_row5_col10\" class=\"data row5 col10\" >¥10,403.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_c0166_level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "      <td id=\"T_c0166_row6_col0\" class=\"data row6 col0\" >7</td>\n",
       "      <td id=\"T_c0166_row6_col1\" class=\"data row6 col1\" >¥8,333.33</td>\n",
       "      <td id=\"T_c0166_row6_col2\" class=\"data row6 col2\" >¥166.67</td>\n",
       "      <td id=\"T_c0166_row6_col3\" class=\"data row6 col3\" >¥8,500.00</td>\n",
       "      <td id=\"T_c0166_row6_col4\" class=\"data row6 col4\" >¥41,666.67</td>\n",
       "      <td id=\"T_c0166_row6_col5\" class=\"data row6 col5\" >¥6,666.67</td>\n",
       "      <td id=\"T_c0166_row6_col6\" class=\"data row6 col6\" >¥133.33</td>\n",
       "      <td id=\"T_c0166_row6_col7\" class=\"data row6 col7\" >¥6,800.00</td>\n",
       "      <td id=\"T_c0166_row6_col8\" class=\"data row6 col8\" >¥33,333.33</td>\n",
       "      <td id=\"T_c0166_row6_col9\" class=\"data row6 col9\" >¥1,700.00</td>\n",
       "      <td id=\"T_c0166_row6_col10\" class=\"data row6 col10\" >¥12,138.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_c0166_level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "      <td id=\"T_c0166_row7_col0\" class=\"data row7 col0\" >8</td>\n",
       "      <td id=\"T_c0166_row7_col1\" class=\"data row7 col1\" >¥8,333.33</td>\n",
       "      <td id=\"T_c0166_row7_col2\" class=\"data row7 col2\" >¥138.89</td>\n",
       "      <td id=\"T_c0166_row7_col3\" class=\"data row7 col3\" >¥8,472.22</td>\n",
       "      <td id=\"T_c0166_row7_col4\" class=\"data row7 col4\" >¥33,333.33</td>\n",
       "      <td id=\"T_c0166_row7_col5\" class=\"data row7 col5\" >¥6,666.67</td>\n",
       "      <td id=\"T_c0166_row7_col6\" class=\"data row7 col6\" >¥111.11</td>\n",
       "      <td id=\"T_c0166_row7_col7\" class=\"data row7 col7\" >¥6,777.78</td>\n",
       "      <td id=\"T_c0166_row7_col8\" class=\"data row7 col8\" >¥26,666.67</td>\n",
       "      <td id=\"T_c0166_row7_col9\" class=\"data row7 col9\" >¥1,694.44</td>\n",
       "      <td id=\"T_c0166_row7_col10\" class=\"data row7 col10\" >¥13,872.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_c0166_level0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "      <td id=\"T_c0166_row8_col0\" class=\"data row8 col0\" >9</td>\n",
       "      <td id=\"T_c0166_row8_col1\" class=\"data row8 col1\" >¥8,333.33</td>\n",
       "      <td id=\"T_c0166_row8_col2\" class=\"data row8 col2\" >¥111.11</td>\n",
       "      <td id=\"T_c0166_row8_col3\" class=\"data row8 col3\" >¥8,444.44</td>\n",
       "      <td id=\"T_c0166_row8_col4\" class=\"data row8 col4\" >¥25,000.00</td>\n",
       "      <td id=\"T_c0166_row8_col5\" class=\"data row8 col5\" >¥6,666.67</td>\n",
       "      <td id=\"T_c0166_row8_col6\" class=\"data row8 col6\" >¥88.89</td>\n",
       "      <td id=\"T_c0166_row8_col7\" class=\"data row8 col7\" >¥6,755.56</td>\n",
       "      <td id=\"T_c0166_row8_col8\" class=\"data row8 col8\" >¥20,000.00</td>\n",
       "      <td id=\"T_c0166_row8_col9\" class=\"data row8 col9\" >¥1,688.89</td>\n",
       "      <td id=\"T_c0166_row8_col10\" class=\"data row8 col10\" >¥15,608.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_c0166_level0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
       "      <td id=\"T_c0166_row9_col0\" class=\"data row9 col0\" >10</td>\n",
       "      <td id=\"T_c0166_row9_col1\" class=\"data row9 col1\" >¥8,333.33</td>\n",
       "      <td id=\"T_c0166_row9_col2\" class=\"data row9 col2\" >¥83.33</td>\n",
       "      <td id=\"T_c0166_row9_col3\" class=\"data row9 col3\" >¥8,416.67</td>\n",
       "      <td id=\"T_c0166_row9_col4\" class=\"data row9 col4\" >¥16,666.67</td>\n",
       "      <td id=\"T_c0166_row9_col5\" class=\"data row9 col5\" >¥6,666.67</td>\n",
       "      <td id=\"T_c0166_row9_col6\" class=\"data row9 col6\" >¥66.67</td>\n",
       "      <td id=\"T_c0166_row9_col7\" class=\"data row9 col7\" >¥6,733.33</td>\n",
       "      <td id=\"T_c0166_row9_col8\" class=\"data row9 col8\" >¥13,333.33</td>\n",
       "      <td id=\"T_c0166_row9_col9\" class=\"data row9 col9\" >¥1,683.33</td>\n",
       "      <td id=\"T_c0166_row9_col10\" class=\"data row9 col10\" >¥17,343.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_c0166_level0_row10\" class=\"row_heading level0 row10\" >10</th>\n",
       "      <td id=\"T_c0166_row10_col0\" class=\"data row10 col0\" >11</td>\n",
       "      <td id=\"T_c0166_row10_col1\" class=\"data row10 col1\" >¥8,333.33</td>\n",
       "      <td id=\"T_c0166_row10_col2\" class=\"data row10 col2\" >¥55.56</td>\n",
       "      <td id=\"T_c0166_row10_col3\" class=\"data row10 col3\" >¥8,388.89</td>\n",
       "      <td id=\"T_c0166_row10_col4\" class=\"data row10 col4\" >¥8,333.33</td>\n",
       "      <td id=\"T_c0166_row10_col5\" class=\"data row10 col5\" >¥6,666.67</td>\n",
       "      <td id=\"T_c0166_row10_col6\" class=\"data row10 col6\" >¥44.44</td>\n",
       "      <td id=\"T_c0166_row10_col7\" class=\"data row10 col7\" >¥6,711.11</td>\n",
       "      <td id=\"T_c0166_row10_col8\" class=\"data row10 col8\" >¥6,666.67</td>\n",
       "      <td id=\"T_c0166_row10_col9\" class=\"data row10 col9\" >¥1,677.78</td>\n",
       "      <td id=\"T_c0166_row10_col10\" class=\"data row10 col10\" >¥19,079.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_c0166_level0_row11\" class=\"row_heading level0 row11\" >11</th>\n",
       "      <td id=\"T_c0166_row11_col0\" class=\"data row11 col0\" >12</td>\n",
       "      <td id=\"T_c0166_row11_col1\" class=\"data row11 col1\" >¥8,333.33</td>\n",
       "      <td id=\"T_c0166_row11_col2\" class=\"data row11 col2\" >¥27.78</td>\n",
       "      <td id=\"T_c0166_row11_col3\" class=\"data row11 col3\" >¥8,361.11</td>\n",
       "      <td id=\"T_c0166_row11_col4\" class=\"data row11 col4\" >¥0.00</td>\n",
       "      <td id=\"T_c0166_row11_col5\" class=\"data row11 col5\" >¥6,666.67</td>\n",
       "      <td id=\"T_c0166_row11_col6\" class=\"data row11 col6\" >¥22.22</td>\n",
       "      <td id=\"T_c0166_row11_col7\" class=\"data row11 col7\" >¥6,688.89</td>\n",
       "      <td id=\"T_c0166_row11_col8\" class=\"data row11 col8\" >¥-0.00</td>\n",
       "      <td id=\"T_c0166_row11_col9\" class=\"data row11 col9\" >¥1,672.22</td>\n",
       "      <td id=\"T_c0166_row11_col10\" class=\"data row11 col10\" >¥20,814.83</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x127e4f820>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "decrease_before = principal_before / term\n",
    "decrease_after = (principal_before - return_amount) / term\n",
    "remain_before = principal_before\n",
    "remain_after = principal_before - return_amount\n",
    "payments_data = []\n",
    "\n",
    "total_payments_before = (\n",
    "    principal_before * rate_month + decrease_before * rate_month\n",
    ") * term / 2 + principal_before\n",
    "\n",
    "total_payments_after = (\n",
    "    (remain_after * rate_month + decrease_after * rate_month) * term / 2\n",
    "    + remain_after\n",
    "    + return_amount\n",
    "    + return_intrest\n",
    ")\n",
    "\n",
    "investment_balance = 0\n",
    "total_reduced = 0\n",
    "for i in range(term):\n",
    "    interest_before = remain_before * rate_month\n",
    "    remain_before = remain_before - decrease_before\n",
    "\n",
    "    interest_after = remain_after * rate_month\n",
    "    remain_after = remain_after - decrease_after\n",
    "    \n",
    "    reduce_monthly = decrease_before+interest_before-(decrease_after+interest_after)\n",
    "    investment_balance = investment_balance  * (1+invest_intrest_month) + reduce_monthly\n",
    "    total_reduced = total_reduced + reduce_monthly\n",
    "\n",
    "    payments_data.append(\n",
    "        {\n",
    "            \"月\": i + 1,\n",
    "            \"本金(前)\": decrease_before, \n",
    "            \"利息(前)\": interest_before, \n",
    "            \"月供(前)\": decrease_before + interest_before,\n",
    "            \"剩余本金(前)\": remain_before,\n",
    "            \"本金(后)\": decrease_after,\n",
    "            \"利息(后)\": interest_after,\n",
    "            \"月供(后)\": decrease_after + interest_after,\n",
    "            \"剩余本金(后)\": remain_after,\n",
    "            \"月供减少\": reduce_monthly,\n",
    "            \"定投余额\": investment_balance,\n",
    "        }\n",
    "    )\n",
    "display(\n",
    "    Markdown(\n",
    "        ('<p style=\"font-size: 16px\">当前剩余贷款本金是{}， 年化利率是{}%，{}个月等额本金法支付本息之和是{}。</p>'\n",
    "        +'<p style=\"font-size: 16px\">当前提前还款本金{}，还款手续费/利息{}。</p>'\n",
    "        +'<p style=\"font-size: 16px\">当前至还款结束的时间内，可以稳定获得的投资年化收益是{}%。</p>'\n",
    "        +'<p style=\"font-size: 16px\">如果提前还款，未来支付本息之和是{}，减少支付利息{}。将每月节省的资金定投，{}个月后可获得本息之和{}(利息{}）。减少利息+获得利息={}</p>'\n",
    "        +'<p style=\"font-size: 16px\">如果将{}用于一次性投资。{}个月最终可获得的收益是{}（复利法）。</p> ').format(\n",
    "            round(principal_before, 2),\n",
    "            round(rate_year * 100, 2),\n",
    "            term,\n",
    "            round(total_payments_before, 2),\n",
    "            \n",
    "            round(return_amount, 2),\n",
    "            round(return_intrest, 2),\n",
    "            \n",
    "            invest_intrest_year * 100,\n",
    "            \n",
    "            round(total_payments_after, 2),\n",
    "            round(total_payments_before - total_payments_after, 2),\n",
    "            term,\n",
    "            round(investment_balance, 2),\n",
    "            round(investment_balance - total_reduced, 2),\n",
    "            round(total_payments_before - total_payments_after+(investment_balance - total_reduced),2),\n",
    "            \n",
    "            round(return_amount + return_intrest, 2),\n",
    "            term,\n",
    "            round(\n",
    "                (return_amount + return_intrest) * (1 + invest_intrest_month) ** term\n",
    "                - (return_amount + return_intrest),\n",
    "                2,\n",
    "            ),\n",
    "        )\n",
    "    )\n",
    ")\n",
    "\n",
    "df = pd.DataFrame(payments_data)\n",
    "display(\n",
    "    df.style.format(\n",
    "        {\n",
    "            \"本金(前)\": \"¥{:,.2f}\",\n",
    "            \"利息(前)\": \"¥{:,.2f}\",\n",
    "            \"月供(前)\": \"¥{:,.2f}\",\n",
    "            \"剩余本金(前)\": \"¥{:,.2f}\",\n",
    "            \"本金(后)\": \"¥{:,.2f}\",\n",
    "            \"利息(后)\": \"¥{:,.2f}\",\n",
    "            \"月供(后)\": \"¥{:,.2f}\",\n",
    "            \"剩余本金(后)\": \"¥{:,.2f}\",\n",
    "            \"月供减少\": \"¥{:,.2f}\",\n",
    "            \"定投余额\": \"¥{:,.2f}\",\n",
    "        }\n",
    "    )\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 等额本息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "<p style=\"font-size: 16px\">当前剩余贷款本金是100000， 年化利率是4.0%，12个月等额本息法支付本息之和是102179.89。</p><p style=\"font-size: 16px\">当前提前还款本金20000，还款手续费（或利息）0。</p><p style=\"font-size: 16px\">当前至还款结束的时间内，可以稳定获得的投资年化收益是4.0%。</p><p style=\"font-size: 16px\">如果提前还款，未来支付本息之和是101743.91，减少支付利息435.98。每月节省月供1703.0，将节省资金定投，12个月后可获得本息之和20814.83(利息378.85)。减少利息+获得利息=814.83。</p><p style=\"font-size: 16px\">如果将20000用于一次性投资。12个月最终可获得的收益是814.83（复利法）。</p> "
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">\n",
       "</style>\n",
       "<table id=\"T_80ba6\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_80ba6_level0_col0\" class=\"col_heading level0 col0\" >月</th>\n",
       "      <th id=\"T_80ba6_level0_col1\" class=\"col_heading level0 col1\" >利息(前)</th>\n",
       "      <th id=\"T_80ba6_level0_col2\" class=\"col_heading level0 col2\" >本金(前)</th>\n",
       "      <th id=\"T_80ba6_level0_col3\" class=\"col_heading level0 col3\" >月供(前)</th>\n",
       "      <th id=\"T_80ba6_level0_col4\" class=\"col_heading level0 col4\" >剩余本金(前)</th>\n",
       "      <th id=\"T_80ba6_level0_col5\" class=\"col_heading level0 col5\" >利息(后)</th>\n",
       "      <th id=\"T_80ba6_level0_col6\" class=\"col_heading level0 col6\" >本金(后)</th>\n",
       "      <th id=\"T_80ba6_level0_col7\" class=\"col_heading level0 col7\" >月供(后)</th>\n",
       "      <th id=\"T_80ba6_level0_col8\" class=\"col_heading level0 col8\" >剩余本金(后)</th>\n",
       "      <th id=\"T_80ba6_level0_col9\" class=\"col_heading level0 col9\" >月供减少</th>\n",
       "      <th id=\"T_80ba6_level0_col10\" class=\"col_heading level0 col10\" >定投余额</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_80ba6_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "      <td id=\"T_80ba6_row0_col0\" class=\"data row0 col0\" >1</td>\n",
       "      <td id=\"T_80ba6_row0_col1\" class=\"data row0 col1\" >¥333.33</td>\n",
       "      <td id=\"T_80ba6_row0_col2\" class=\"data row0 col2\" >¥8,181.66</td>\n",
       "      <td id=\"T_80ba6_row0_col3\" class=\"data row0 col3\" >¥8,514.99</td>\n",
       "      <td id=\"T_80ba6_row0_col4\" class=\"data row0 col4\" >¥91,818.34</td>\n",
       "      <td id=\"T_80ba6_row0_col5\" class=\"data row0 col5\" >¥266.67</td>\n",
       "      <td id=\"T_80ba6_row0_col6\" class=\"data row0 col6\" >¥6,545.33</td>\n",
       "      <td id=\"T_80ba6_row0_col7\" class=\"data row0 col7\" >¥6,811.99</td>\n",
       "      <td id=\"T_80ba6_row0_col8\" class=\"data row0 col8\" >¥73,454.67</td>\n",
       "      <td id=\"T_80ba6_row0_col9\" class=\"data row0 col9\" >¥1,703.00</td>\n",
       "      <td id=\"T_80ba6_row0_col10\" class=\"data row0 col10\" >¥1,703.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_80ba6_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "      <td id=\"T_80ba6_row1_col0\" class=\"data row1 col0\" >2</td>\n",
       "      <td id=\"T_80ba6_row1_col1\" class=\"data row1 col1\" >¥306.06</td>\n",
       "      <td id=\"T_80ba6_row1_col2\" class=\"data row1 col2\" >¥8,208.93</td>\n",
       "      <td id=\"T_80ba6_row1_col3\" class=\"data row1 col3\" >¥8,514.99</td>\n",
       "      <td id=\"T_80ba6_row1_col4\" class=\"data row1 col4\" >¥83,609.41</td>\n",
       "      <td id=\"T_80ba6_row1_col5\" class=\"data row1 col5\" >¥244.85</td>\n",
       "      <td id=\"T_80ba6_row1_col6\" class=\"data row1 col6\" >¥6,567.14</td>\n",
       "      <td id=\"T_80ba6_row1_col7\" class=\"data row1 col7\" >¥6,811.99</td>\n",
       "      <td id=\"T_80ba6_row1_col8\" class=\"data row1 col8\" >¥66,887.53</td>\n",
       "      <td id=\"T_80ba6_row1_col9\" class=\"data row1 col9\" >¥1,703.00</td>\n",
       "      <td id=\"T_80ba6_row1_col10\" class=\"data row1 col10\" >¥3,411.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_80ba6_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "      <td id=\"T_80ba6_row2_col0\" class=\"data row2 col0\" >3</td>\n",
       "      <td id=\"T_80ba6_row2_col1\" class=\"data row2 col1\" >¥278.70</td>\n",
       "      <td id=\"T_80ba6_row2_col2\" class=\"data row2 col2\" >¥8,236.29</td>\n",
       "      <td id=\"T_80ba6_row2_col3\" class=\"data row2 col3\" >¥8,514.99</td>\n",
       "      <td id=\"T_80ba6_row2_col4\" class=\"data row2 col4\" >¥75,373.12</td>\n",
       "      <td id=\"T_80ba6_row2_col5\" class=\"data row2 col5\" >¥222.96</td>\n",
       "      <td id=\"T_80ba6_row2_col6\" class=\"data row2 col6\" >¥6,589.03</td>\n",
       "      <td id=\"T_80ba6_row2_col7\" class=\"data row2 col7\" >¥6,811.99</td>\n",
       "      <td id=\"T_80ba6_row2_col8\" class=\"data row2 col8\" >¥60,298.50</td>\n",
       "      <td id=\"T_80ba6_row2_col9\" class=\"data row2 col9\" >¥1,703.00</td>\n",
       "      <td id=\"T_80ba6_row2_col10\" class=\"data row2 col10\" >¥5,126.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_80ba6_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "      <td id=\"T_80ba6_row3_col0\" class=\"data row3 col0\" >4</td>\n",
       "      <td id=\"T_80ba6_row3_col1\" class=\"data row3 col1\" >¥251.24</td>\n",
       "      <td id=\"T_80ba6_row3_col2\" class=\"data row3 col2\" >¥8,263.75</td>\n",
       "      <td id=\"T_80ba6_row3_col3\" class=\"data row3 col3\" >¥8,514.99</td>\n",
       "      <td id=\"T_80ba6_row3_col4\" class=\"data row3 col4\" >¥67,109.37</td>\n",
       "      <td id=\"T_80ba6_row3_col5\" class=\"data row3 col5\" >¥200.99</td>\n",
       "      <td id=\"T_80ba6_row3_col6\" class=\"data row3 col6\" >¥6,611.00</td>\n",
       "      <td id=\"T_80ba6_row3_col7\" class=\"data row3 col7\" >¥6,811.99</td>\n",
       "      <td id=\"T_80ba6_row3_col8\" class=\"data row3 col8\" >¥53,687.50</td>\n",
       "      <td id=\"T_80ba6_row3_col9\" class=\"data row3 col9\" >¥1,703.00</td>\n",
       "      <td id=\"T_80ba6_row3_col10\" class=\"data row3 col10\" >¥6,846.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_80ba6_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "      <td id=\"T_80ba6_row4_col0\" class=\"data row4 col0\" >5</td>\n",
       "      <td id=\"T_80ba6_row4_col1\" class=\"data row4 col1\" >¥223.70</td>\n",
       "      <td id=\"T_80ba6_row4_col2\" class=\"data row4 col2\" >¥8,291.29</td>\n",
       "      <td id=\"T_80ba6_row4_col3\" class=\"data row4 col3\" >¥8,514.99</td>\n",
       "      <td id=\"T_80ba6_row4_col4\" class=\"data row4 col4\" >¥58,818.08</td>\n",
       "      <td id=\"T_80ba6_row4_col5\" class=\"data row4 col5\" >¥178.96</td>\n",
       "      <td id=\"T_80ba6_row4_col6\" class=\"data row4 col6\" >¥6,633.03</td>\n",
       "      <td id=\"T_80ba6_row4_col7\" class=\"data row4 col7\" >¥6,811.99</td>\n",
       "      <td id=\"T_80ba6_row4_col8\" class=\"data row4 col8\" >¥47,054.47</td>\n",
       "      <td id=\"T_80ba6_row4_col9\" class=\"data row4 col9\" >¥1,703.00</td>\n",
       "      <td id=\"T_80ba6_row4_col10\" class=\"data row4 col10\" >¥8,571.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_80ba6_level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "      <td id=\"T_80ba6_row5_col0\" class=\"data row5 col0\" >6</td>\n",
       "      <td id=\"T_80ba6_row5_col1\" class=\"data row5 col1\" >¥196.06</td>\n",
       "      <td id=\"T_80ba6_row5_col2\" class=\"data row5 col2\" >¥8,318.93</td>\n",
       "      <td id=\"T_80ba6_row5_col3\" class=\"data row5 col3\" >¥8,514.99</td>\n",
       "      <td id=\"T_80ba6_row5_col4\" class=\"data row5 col4\" >¥50,499.15</td>\n",
       "      <td id=\"T_80ba6_row5_col5\" class=\"data row5 col5\" >¥156.85</td>\n",
       "      <td id=\"T_80ba6_row5_col6\" class=\"data row5 col6\" >¥6,655.14</td>\n",
       "      <td id=\"T_80ba6_row5_col7\" class=\"data row5 col7\" >¥6,811.99</td>\n",
       "      <td id=\"T_80ba6_row5_col8\" class=\"data row5 col8\" >¥40,399.32</td>\n",
       "      <td id=\"T_80ba6_row5_col9\" class=\"data row5 col9\" >¥1,703.00</td>\n",
       "      <td id=\"T_80ba6_row5_col10\" class=\"data row5 col10\" >¥10,303.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_80ba6_level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "      <td id=\"T_80ba6_row6_col0\" class=\"data row6 col0\" >7</td>\n",
       "      <td id=\"T_80ba6_row6_col1\" class=\"data row6 col1\" >¥168.33</td>\n",
       "      <td id=\"T_80ba6_row6_col2\" class=\"data row6 col2\" >¥8,346.66</td>\n",
       "      <td id=\"T_80ba6_row6_col3\" class=\"data row6 col3\" >¥8,514.99</td>\n",
       "      <td id=\"T_80ba6_row6_col4\" class=\"data row6 col4\" >¥42,152.49</td>\n",
       "      <td id=\"T_80ba6_row6_col5\" class=\"data row6 col5\" >¥134.66</td>\n",
       "      <td id=\"T_80ba6_row6_col6\" class=\"data row6 col6\" >¥6,677.33</td>\n",
       "      <td id=\"T_80ba6_row6_col7\" class=\"data row6 col7\" >¥6,811.99</td>\n",
       "      <td id=\"T_80ba6_row6_col8\" class=\"data row6 col8\" >¥33,721.99</td>\n",
       "      <td id=\"T_80ba6_row6_col9\" class=\"data row6 col9\" >¥1,703.00</td>\n",
       "      <td id=\"T_80ba6_row6_col10\" class=\"data row6 col10\" >¥12,040.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_80ba6_level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "      <td id=\"T_80ba6_row7_col0\" class=\"data row7 col0\" >8</td>\n",
       "      <td id=\"T_80ba6_row7_col1\" class=\"data row7 col1\" >¥140.51</td>\n",
       "      <td id=\"T_80ba6_row7_col2\" class=\"data row7 col2\" >¥8,374.48</td>\n",
       "      <td id=\"T_80ba6_row7_col3\" class=\"data row7 col3\" >¥8,514.99</td>\n",
       "      <td id=\"T_80ba6_row7_col4\" class=\"data row7 col4\" >¥33,778.01</td>\n",
       "      <td id=\"T_80ba6_row7_col5\" class=\"data row7 col5\" >¥112.41</td>\n",
       "      <td id=\"T_80ba6_row7_col6\" class=\"data row7 col6\" >¥6,699.59</td>\n",
       "      <td id=\"T_80ba6_row7_col7\" class=\"data row7 col7\" >¥6,811.99</td>\n",
       "      <td id=\"T_80ba6_row7_col8\" class=\"data row7 col8\" >¥27,022.41</td>\n",
       "      <td id=\"T_80ba6_row7_col9\" class=\"data row7 col9\" >¥1,703.00</td>\n",
       "      <td id=\"T_80ba6_row7_col10\" class=\"data row7 col10\" >¥13,784.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_80ba6_level0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "      <td id=\"T_80ba6_row8_col0\" class=\"data row8 col0\" >9</td>\n",
       "      <td id=\"T_80ba6_row8_col1\" class=\"data row8 col1\" >¥112.59</td>\n",
       "      <td id=\"T_80ba6_row8_col2\" class=\"data row8 col2\" >¥8,402.40</td>\n",
       "      <td id=\"T_80ba6_row8_col3\" class=\"data row8 col3\" >¥8,514.99</td>\n",
       "      <td id=\"T_80ba6_row8_col4\" class=\"data row8 col4\" >¥25,375.61</td>\n",
       "      <td id=\"T_80ba6_row8_col5\" class=\"data row8 col5\" >¥90.07</td>\n",
       "      <td id=\"T_80ba6_row8_col6\" class=\"data row8 col6\" >¥6,721.92</td>\n",
       "      <td id=\"T_80ba6_row8_col7\" class=\"data row8 col7\" >¥6,811.99</td>\n",
       "      <td id=\"T_80ba6_row8_col8\" class=\"data row8 col8\" >¥20,300.49</td>\n",
       "      <td id=\"T_80ba6_row8_col9\" class=\"data row8 col9\" >¥1,703.00</td>\n",
       "      <td id=\"T_80ba6_row8_col10\" class=\"data row8 col10\" >¥15,532.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_80ba6_level0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
       "      <td id=\"T_80ba6_row9_col0\" class=\"data row9 col0\" >10</td>\n",
       "      <td id=\"T_80ba6_row9_col1\" class=\"data row9 col1\" >¥84.59</td>\n",
       "      <td id=\"T_80ba6_row9_col2\" class=\"data row9 col2\" >¥8,430.41</td>\n",
       "      <td id=\"T_80ba6_row9_col3\" class=\"data row9 col3\" >¥8,514.99</td>\n",
       "      <td id=\"T_80ba6_row9_col4\" class=\"data row9 col4\" >¥16,945.21</td>\n",
       "      <td id=\"T_80ba6_row9_col5\" class=\"data row9 col5\" >¥67.67</td>\n",
       "      <td id=\"T_80ba6_row9_col6\" class=\"data row9 col6\" >¥6,744.32</td>\n",
       "      <td id=\"T_80ba6_row9_col7\" class=\"data row9 col7\" >¥6,811.99</td>\n",
       "      <td id=\"T_80ba6_row9_col8\" class=\"data row9 col8\" >¥13,556.17</td>\n",
       "      <td id=\"T_80ba6_row9_col9\" class=\"data row9 col9\" >¥1,703.00</td>\n",
       "      <td id=\"T_80ba6_row9_col10\" class=\"data row9 col10\" >¥17,287.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_80ba6_level0_row10\" class=\"row_heading level0 row10\" >10</th>\n",
       "      <td id=\"T_80ba6_row10_col0\" class=\"data row10 col0\" >11</td>\n",
       "      <td id=\"T_80ba6_row10_col1\" class=\"data row10 col1\" >¥56.48</td>\n",
       "      <td id=\"T_80ba6_row10_col2\" class=\"data row10 col2\" >¥8,458.51</td>\n",
       "      <td id=\"T_80ba6_row10_col3\" class=\"data row10 col3\" >¥8,514.99</td>\n",
       "      <td id=\"T_80ba6_row10_col4\" class=\"data row10 col4\" >¥8,486.70</td>\n",
       "      <td id=\"T_80ba6_row10_col5\" class=\"data row10 col5\" >¥45.19</td>\n",
       "      <td id=\"T_80ba6_row10_col6\" class=\"data row10 col6\" >¥6,766.81</td>\n",
       "      <td id=\"T_80ba6_row10_col7\" class=\"data row10 col7\" >¥6,811.99</td>\n",
       "      <td id=\"T_80ba6_row10_col8\" class=\"data row10 col8\" >¥6,789.36</td>\n",
       "      <td id=\"T_80ba6_row10_col9\" class=\"data row10 col9\" >¥1,703.00</td>\n",
       "      <td id=\"T_80ba6_row10_col10\" class=\"data row10 col10\" >¥19,048.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_80ba6_level0_row11\" class=\"row_heading level0 row11\" >11</th>\n",
       "      <td id=\"T_80ba6_row11_col0\" class=\"data row11 col0\" >12</td>\n",
       "      <td id=\"T_80ba6_row11_col1\" class=\"data row11 col1\" >¥28.29</td>\n",
       "      <td id=\"T_80ba6_row11_col2\" class=\"data row11 col2\" >¥8,486.70</td>\n",
       "      <td id=\"T_80ba6_row11_col3\" class=\"data row11 col3\" >¥8,514.99</td>\n",
       "      <td id=\"T_80ba6_row11_col4\" class=\"data row11 col4\" >¥0.00</td>\n",
       "      <td id=\"T_80ba6_row11_col5\" class=\"data row11 col5\" >¥22.63</td>\n",
       "      <td id=\"T_80ba6_row11_col6\" class=\"data row11 col6\" >¥6,789.36</td>\n",
       "      <td id=\"T_80ba6_row11_col7\" class=\"data row11 col7\" >¥6,811.99</td>\n",
       "      <td id=\"T_80ba6_row11_col8\" class=\"data row11 col8\" >¥0.00</td>\n",
       "      <td id=\"T_80ba6_row11_col9\" class=\"data row11 col9\" >¥1,703.00</td>\n",
       "      <td id=\"T_80ba6_row11_col10\" class=\"data row11 col10\" >¥20,814.83</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x127b8dcc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "monthly_before = (\n",
    "    principal_before\n",
    "    * rate_month * (1 + rate_month) ** term\n",
    "    / ((1 + rate_month) ** term - 1)\n",
    ")\n",
    "\n",
    "monthly_after = (\n",
    "    (principal_before - return_amount)\n",
    "    * rate_month\n",
    "    * (1 + rate_month) ** term\n",
    "    / ((1 + rate_month) ** term - 1)\n",
    ")\n",
    "\n",
    "monthly_investment_final = (monthly_before-monthly_after) * ((1 + invest_intrest_month) ** term - 1) / invest_intrest_month\n",
    "\n",
    "total_payments_before = monthly_before * term\n",
    "total_payments_after = monthly_after * term + return_amount + return_intrest\n",
    "\n",
    "display(\n",
    "    Markdown(\n",
    "        ('<p style=\"font-size: 16px\">当前剩余贷款本金是{}， 年化利率是{}%，{}个月等额本息法支付本息之和是{}。</p>'\n",
    "        +'<p style=\"font-size: 16px\">当前提前还款本金{}，还款手续费（或利息）{}。</p>'\n",
    "        +'<p style=\"font-size: 16px\">当前至还款结束的时间内，可以稳定获得的投资年化收益是{}%。</p>'\n",
    "        +'<p style=\"font-size: 16px\">如果提前还款，未来支付本息之和是{}，减少支付利息{}。每月节省月供{}，将节省资金定投，{}个月后可获得本息之和{}(利息{})。减少利息+获得利息={}。</p>'\n",
    "        +'<p style=\"font-size: 16px\">如果将{}用于一次性投资。{}个月最终可获得的收益是{}（复利法）。</p> ').format(            \n",
    "            round(principal_before, 2),\n",
    "            round(rate_year * 100, 2),\n",
    "            term,\n",
    "            round(total_payments_before, 2),\n",
    "            \n",
    "            round(return_amount, 2),\n",
    "            round(return_intrest, 2),\n",
    "            \n",
    "            round(invest_intrest_year * 100, 2),\n",
    "            \n",
    "            round(total_payments_after, 2),\n",
    "            round(total_payments_before - total_payments_after, 2),\n",
    "            round(monthly_before - monthly_after, 2),\n",
    "            term,\n",
    "            round(monthly_investment_final, 2),\n",
    "            round(\n",
    "                monthly_investment_final - (monthly_before - monthly_after) * term, \n",
    "                2,\n",
    "            ),\n",
    "            round(monthly_investment_final - (monthly_before - monthly_after) * term + total_payments_before - total_payments_after, 2),\n",
    "            \n",
    "            round(return_amount + return_intrest, 2),\n",
    "            term,\n",
    "            round(\n",
    "                (return_amount + return_intrest) * (1 + invest_intrest_month) ** term\n",
    "                - (return_amount + return_intrest),\n",
    "                2,\n",
    "            ),\n",
    "        )\n",
    "    )\n",
    ")\n",
    "\n",
    "remaining_before = principal_before\n",
    "remaining_after = principal_before - return_amount\n",
    "payments_data = []\n",
    "investment_balance = 0\n",
    "for month in range(term):\n",
    "    interest_before = remaining_before * rate_month\n",
    "    decrease_before = monthly_before - interest_before\n",
    "    remaining_before -= decrease_before\n",
    "\n",
    "    interest_after = remaining_after * rate_month\n",
    "    decrease_after = monthly_after - interest_after\n",
    "    remaining_after -= decrease_after\n",
    "\n",
    "    reduce_monthly = decrease_before+interest_before-(decrease_after+interest_after)\n",
    "    # investment_balance = (investment_balance + reduce_monthly)  * (1+invest_intrest_month) \n",
    "    investment_balance = investment_balance  * (1+invest_intrest_month) + reduce_monthly\n",
    "\n",
    "    payments_data.append(\n",
    "        {\n",
    "            \"月\": month + 1,\n",
    "            \"利息(前)\": interest_before,\n",
    "            \"本金(前)\": decrease_before,\n",
    "            \"月供(前)\": interest_before + decrease_before,\n",
    "            \"剩余本金(前)\": remaining_before,\n",
    "            \"利息(后)\": interest_after,\n",
    "            \"本金(后)\": decrease_after,\n",
    "            \"月供(后)\": interest_after + decrease_after,\n",
    "            \"剩余本金(后)\": remaining_after,\n",
    "            \"月供减少\": reduce_monthly,\n",
    "            \"定投余额\": investment_balance,\n",
    "        }\n",
    "    )\n",
    "\n",
    "df = pd.DataFrame(payments_data)\n",
    "display(\n",
    "    df.style.format(\n",
    "        {\n",
    "            \"本金(前)\": \"¥{:,.2f}\",\n",
    "            \"利息(前)\": \"¥{:,.2f}\",\n",
    "            \"月供(前)\": \"¥{:,.2f}\",\n",
    "            \"剩余本金(前)\": \"¥{:,.2f}\",\n",
    "            \"本金(后)\": \"¥{:,.2f}\",\n",
    "            \"利息(后)\": \"¥{:,.2f}\",\n",
    "            \"月供(后)\": \"¥{:,.2f}\",\n",
    "            \"剩余本金(后)\": \"¥{:,.2f}\",\n",
    "            \"月供减少\": \"¥{:,.2f}\",\n",
    "            \"定投余额\": \"¥{:,.2f}\",\n",
    "        }\n",
    "    )\n",
    ")"
   ]
  }
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